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J\",\"Mukherjee, B.\",\"Datta, J.\"],\"key\":\"bhaduri2022extending\",\"id\":\"bhaduri2022extending\",\"bibbaseid\":\"bhaduri-kundu-purkayastha-kleinsasser-beesley-mukherjee-datta-extendingthesusceptibleexposedinfectedremovedseirmodeltohandlethefalsenegativerateandsymptombasedadministrationofcovid19diagnostictestsseirfansy-2022\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"downloads\":1,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Under-Reporting Does Hurt the COVID Fight\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Mukherjee\"],\"firstnames\":[\"Bhramar\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Salvatore\"],\"firstnames\":[\"Maxwell\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Mishra\"],\"firstnames\":[\"Swapnil\"],\"suffixes\":[]}],\"journal\":\"The Hindu\",\"year\":\"2021\",\"bibtex\":\"@article{mukherjee2021under,\\n  title={Under-Reporting Does Hurt the COVID Fight},\\n  author={Mukherjee, Bhramar and Purkayastha, Soumik and Salvatore, Maxwell and Mishra, Swapnil},\\n  journal={The Hindu},\\n  year={2021}\\n}\\n\\n\",\"author_short\":[\"Mukherjee, B.\",\"Purkayastha, S.\",\"Salvatore, M.\",\"Mishra, S.\"],\"key\":\"mukherjee2021under\",\"id\":\"mukherjee2021under\",\"bibbaseid\":\"mukherjee-purkayastha-salvatore-mishra-underreportingdoeshurtthecovidfight-2021\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Lessons from SARS-CoV-2 in India: A data-driven framework for pandemic resilience\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Salvatore\"],\"firstnames\":[\"Maxwell\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Ganapathi\"],\"firstnames\":[\"Lakshmi\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Bhattacharyya\"],\"firstnames\":[\"Rupam\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Kundu\"],\"firstnames\":[\"Ritoban\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Zimmermann\"],\"firstnames\":[\"Lauren\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Ray\"],\"firstnames\":[\"Debashree\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Hazra\"],\"firstnames\":[\"Aditi\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Kleinsasser\"],\"firstnames\":[\"Michael\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Solomon\"],\"firstnames\":[\"Sunil\"],\"suffixes\":[]},{\"firstnames\":[],\"propositions\":[],\"lastnames\":[\"others\"],\"suffixes\":[]}],\"journal\":\"Science Advances\",\"volume\":\"8\",\"number\":\"24\",\"year\":\"2022\",\"publisher\":\"American Association for the Advancement of Science\",\"bibtex\":\"@article{salvatore2022lessons,\\n  title={Lessons from SARS-CoV-2 in India: A data-driven framework for pandemic resilience},\\n  author={Salvatore, Maxwell and Purkayastha, Soumik and Ganapathi, Lakshmi and Bhattacharyya, Rupam and Kundu, Ritoban and Zimmermann, Lauren and Ray, Debashree and Hazra, Aditi and Kleinsasser, Michael and Solomon, Sunil and others},\\n  journal={Science Advances},\\n  volume={8},\\n  number={24},\\n  year={2022},\\n  publisher={American Association for the Advancement of Science}\\n}\\n\\n\",\"author_short\":[\"Salvatore, M.\",\"Purkayastha, S.\",\"Ganapathi, L.\",\"Bhattacharyya, R.\",\"Kundu, R.\",\"Zimmermann, L.\",\"Ray, D.\",\"Hazra, A.\",\"Kleinsasser, M.\",\"Solomon, S.\",\"others\"],\"key\":\"salvatore2022lessons\",\"id\":\"salvatore2022lessons\",\"bibbaseid\":\"salvatore-purkayastha-ganapathi-bhattacharyya-kundu-zimmermann-ray-hazra-etal-lessonsfromsarscov2inindiaadatadrivenframeworkforpandemicresilience-2022\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"downloads\":8,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"fastMI: A fast and consistent copula-based nonparametric estimator of mutual information\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Song\"],\"firstnames\":[\"Peter\",\"X-K\"],\"suffixes\":[]}],\"journal\":\"Journal of Multivariate Analysis\",\"volume\":\"201\",\"pages\":\"105270\",\"year\":\"2024\",\"publisher\":\"Academic Press\",\"bibtex\":\"@article{purkayastha2024fastmi,\\n  title={fastMI: A fast and consistent copula-based nonparametric estimator of mutual information},\\n  author={Purkayastha, Soumik and Song, Peter X-K},\\n  journal={Journal of Multivariate Analysis},\\n  volume={201},\\n  pages={105270},\\n  year={2024},\\n  publisher={Academic Press}\\n}\\n\\n\",\"author_short\":[\"Purkayastha, S.\",\"Song, P. X.\"],\"key\":\"purkayastha2024fastmi\",\"id\":\"purkayastha2024fastmi\",\"bibbaseid\":\"purkayastha-song-fastmiafastandconsistentcopulabasednonparametricestimatorofmutualinformation-2024\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"downloads\":5,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Quantification and cross-fitting inference of asymmetric relations under generative exposure mapping models\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Song\"],\"firstnames\":[\"Peter\",\"X-K\"],\"suffixes\":[]}],\"journal\":\"arXiv preprint arXiv:2311.04696\",\"year\":\"2025\",\"bibtex\":\"@article{purkayastha2025quantification,\\n  title={Quantification and cross-fitting inference of asymmetric relations under generative exposure mapping models},\\n  author={Purkayastha, Soumik and Song, Peter X-K},\\n  journal={arXiv preprint arXiv:2311.04696},\\n  year={2025}\\n}\\n\\n\",\"author_short\":[\"Purkayastha, S.\",\"Song, P. X.\"],\"key\":\"purkayastha2025quantification\",\"id\":\"purkayastha2025quantification\",\"bibbaseid\":\"purkayastha-song-quantificationandcrossfittinginferenceofasymmetricrelationsundergenerativeexposuremappingmodels-2025\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"html\":\"\"},{\"bibtype\":\"phdthesis\",\"type\":\"phdthesis\",\"title\":\"Statistical Methods To Investigate Asymmetric Association and Directionality In Biomedical Studies\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]}],\"year\":\"2024\",\"bibtex\":\"@phdthesis{purkayastha2024statistical,\\n  title={Statistical Methods To Investigate Asymmetric Association and Directionality In Biomedical Studies},\\n  author={Purkayastha, Soumik},\\n  year={2024}\\n}\\n\\n\",\"author_short\":[\"Purkayastha, S.\"],\"key\":\"purkayastha2024statistical\",\"id\":\"purkayastha2024statistical\",\"bibbaseid\":\"purkayastha-statisticalmethodstoinvestigateasymmetricassociationanddirectionalityinbiomedicalstudies-2024\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Asymmetric predictability in causal discovery: an information theoretic approach\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Song\"],\"firstnames\":[\"Peter\",\"XK\"],\"suffixes\":[]}],\"journal\":\"arXiv preprint arXiv:2210.14455\",\"year\":\"2023\",\"bibtex\":\"@article{purkayastha2023asymmetric,\\n  title={Asymmetric predictability in causal discovery: an information theoretic approach},\\n  author={Purkayastha, Soumik and Song, Peter XK},\\n  journal={arXiv preprint arXiv:2210.14455},\\n  year={2023}\\n}\\n\\n\",\"author_short\":[\"Purkayastha, S.\",\"Song, P. X.\"],\"key\":\"purkayastha2023asymmetric\",\"id\":\"purkayastha2023asymmetric\",\"bibbaseid\":\"purkayastha-song-asymmetricpredictabilityincausaldiscoveryaninformationtheoreticapproach-2023\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"downloads\":8,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"A Mechanistic Framework for Collider Detection in Observational Data\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Song\"],\"firstnames\":[\"Peter\",\"X-K\"],\"suffixes\":[]}],\"journal\":\"arXiv preprint arXiv:2502.10317\",\"year\":\"2025\",\"bibtex\":\"@article{purkayastha2025mechanistic,\\n  title={A Mechanistic Framework for Collider Detection in Observational Data},\\n  author={Purkayastha, Soumik and Song, Peter X-K},\\n  journal={arXiv preprint arXiv:2502.10317},\\n  year={2025}\\n}\\n\\n\",\"author_short\":[\"Purkayastha, S.\",\"Song, P. X.\"],\"key\":\"purkayastha2025mechanistic\",\"id\":\"purkayastha2025mechanistic\",\"bibbaseid\":\"purkayastha-song-amechanisticframeworkforcolliderdetectioninobservationaldata-2025\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"downloads\":3,\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Yoga Effect on Quality-of-Life Study Among Patients with Idiopathic Pulmonary Fibrosis (YES-IPF)\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Kadura\"],\"firstnames\":[\"Suha\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Benditt\"],\"firstnames\":[\"Joshua\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Anand\"],\"firstnames\":[\"Amit\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Collins\"],\"firstnames\":[\"Bridget\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"De\",\"Quadros\"],\"firstnames\":[\"Miguele\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Hobson\"],\"firstnames\":[\"Mafara\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Biswas\"],\"firstnames\":[\"MJ\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Ho\"],\"firstnames\":[\"Lawrence\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Spino\"],\"firstnames\":[\"Cathie\"],\"suffixes\":[]},{\"firstnames\":[],\"propositions\":[],\"lastnames\":[\"others\"],\"suffixes\":[]}],\"journal\":\"medRxiv\",\"pages\":\"2025–05\",\"year\":\"2025\",\"publisher\":\"Cold Spring Harbor Laboratory Press\",\"bibtex\":\"@article{kadura2025yoga,\\n  title={Yoga Effect on Quality-of-Life Study Among Patients with Idiopathic Pulmonary Fibrosis (YES-IPF)},\\n  author={Kadura, Suha and Purkayastha, Soumik and Benditt, Joshua and Anand, Amit and Collins, Bridget and De Quadros, Miguele and Hobson, Mafara and Biswas, MJ and Ho, Lawrence and Spino, Cathie and others},\\n  journal={medRxiv},\\n  pages={2025--05},\\n  year={2025},\\n  publisher={Cold Spring Harbor Laboratory Press}\\n}\\n\\n\",\"author_short\":[\"Kadura, S.\",\"Purkayastha, S.\",\"Benditt, J.\",\"Anand, A.\",\"Collins, B.\",\"De Quadros, M.\",\"Hobson, M.\",\"Biswas, M.\",\"Ho, L.\",\"Spino, C.\",\"others\"],\"key\":\"kadura2025yoga\",\"id\":\"kadura2025yoga\",\"bibbaseid\":\"kadura-purkayastha-benditt-anand-collins-dequadros-hobson-biswas-etal-yogaeffectonqualityoflifestudyamongpatientswithidiopathicpulmonaryfibrosisyesipf-2025\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"html\":\"\"},{\"bibtype\":\"inproceedings\",\"type\":\"inproceedings\",\"title\":\"The Prevalence of Social Needs Among LGB+ Veterans: A National Survey of VHA Primary Care Patients\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Lamba\"],\"firstnames\":[\"Shane\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Frank\"],\"firstnames\":[\"David\",\"A.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"McCoy\"],\"firstnames\":[\"Jennifer\",\"L.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Russell\"],\"firstnames\":[\"Lauren\",\"E.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Gordon\"],\"firstnames\":[\"Joshua\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Leder\"],\"firstnames\":[\"Sarah\",\"M.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Procario\"],\"firstnames\":[\"Gregory\",\"T.\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Moy\"],\"firstnames\":[\"Ernest\"],\"suffixes\":[\"M.\"]},{\"propositions\":[],\"lastnames\":[\"Hausmann\"],\"firstnames\":[\"Leslie\",\"R.M.\"],\"suffixes\":[]}],\"booktitle\":\"2025 AcademyHealth Annual Research Meeting\",\"year\":\"2025\",\"bibtex\":\"@inproceedings{lamba2025prevalence,\\n  title={The Prevalence of Social Needs Among LGB+ Veterans: A National Survey of VHA Primary Care Patients},\\n  author={Lamba, Shane and Frank, David A. and McCoy, Jennifer L. and Russell, Lauren E. and Purkayastha, Soumik and Gordon, Joshua and Leder, Sarah M. and Procario, Gregory T. and Moy, Ernest, M. and Hausmann, Leslie R.M.},\\n  booktitle={2025 AcademyHealth Annual Research Meeting},\\n  year={2025}\\n}\\n\\n\",\"author_short\":[\"Lamba, S.\",\"Frank, D. A.\",\"McCoy, J. L.\",\"Russell, L. E.\",\"Purkayastha, S.\",\"Gordon, J.\",\"Leder, S. M.\",\"Procario, G. T.\",\"Moy, E.\",\"Hausmann, L. R.\"],\"key\":\"lamba2025prevalence\",\"id\":\"lamba2025prevalence\",\"bibbaseid\":\"lamba-frank-mccoy-russell-purkayastha-gordon-leder-procario-etal-theprevalenceofsocialneedsamonglgbveteransanationalsurveyofvhaprimarycarepatients-2025\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"html\":\"\"},{\"bibtype\":\"article\",\"type\":\"article\",\"title\":\"Patient-Reported Outcomes Correlate with Clinical Outcomes in Patients with Idiopathic Pulmonary Fibrosis\",\"author\":[{\"propositions\":[],\"lastnames\":[\"Purkayastha\"],\"firstnames\":[\"Soumik\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Kadura\"],\"firstnames\":[\"Suha\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Spino\"],\"firstnames\":[\"Cathie\"],\"suffixes\":[]},{\"propositions\":[],\"lastnames\":[\"Raghu\"],\"firstnames\":[\"Ganesh\"],\"suffixes\":[]}],\"journal\":\"medRxiv\",\"pages\":\"2025–05\",\"year\":\"2025\",\"publisher\":\"Cold Spring Harbor Laboratory Press\",\"bibtex\":\"@article{purkayastha2025patient,\\n  title={Patient-Reported Outcomes Correlate with Clinical Outcomes in Patients with Idiopathic Pulmonary Fibrosis},\\n  author={Purkayastha, Soumik and Kadura, Suha and Spino, Cathie and Raghu, Ganesh},\\n  journal={medRxiv},\\n  pages={2025--05},\\n  year={2025},\\n  publisher={Cold Spring Harbor Laboratory Press}\\n}\",\"author_short\":[\"Purkayastha, S.\",\"Kadura, S.\",\"Spino, C.\",\"Raghu, G.\"],\"key\":\"purkayastha2025patient\",\"id\":\"purkayastha2025patient\",\"bibbaseid\":\"purkayastha-kadura-spino-raghu-patientreportedoutcomescorrelatewithclinicaloutcomesinpatientswithidiopathicpulmonaryfibrosis-2025\",\"role\":\"author\",\"urls\":{},\"metadata\":{\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\"html\":\"\"}],\n      metadata: {\"owner\":\"purkayastha, s\",\"authorlinks\":{\"purkayastha, s\":\"https://soumikp.github.io/publications/\"}},\n      ownerID: \"MJoi9rgceKGsCdgjT\"\n    };\n  </script>\n\n  <script type=\"text/javascript\">\n  var site$;\n  if (typeof $ != 'undefined') {\n    console.log('existing jquery: storing and then restoring');\n    site$ = $;\n    $ = null;\n  }\n  </script>\n\n  <script src=\"https://ajax.googleapis.com/ajax/libs/jquery/2.2.4/jquery.min.js\">\n  </script>\n  <script type=\"text/javascript\">\n  if (site$) {\n    console.log('existing jquery: avoiding conflict and restoring');\n    bb$ = $.noConflict(true);\n    $ = site$;\n  } else {\n    bb$ = $;\n  }\n  </script>\n\n  <script src=\"//bibbase.org/js/bibbase.min.js\"\n          type=\"text/javascript\">\n  </script>\n\n  <script type=\"text/javascript\"\n          src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML\">\n  </script>\n  <script type=\"text/x-mathjax-config\">\n    MathJax.Hub.Config({tex2jax: {inlineMath: [['$','$'], ['\\\\(','\\\\)']]},\n                        skipTags: [\"body\"],\n                        processClass: \"bibbase_paper\"});\n  </script>\n\n  <style>\n  @media print {\n    .dontprint {\n        display: none !important;\n    }\n\n  .bibbase_group {\n    background-color: #E0E0E0;\n    font-style: italic;\n    font-size: larger;\n    text-shadow: 0px 0px 3px #FFFFFF;\n    border-radius: 4px 4px 4px 4px;\n    -moz-border-radius: 4px 4px 4px 4px;\n    -webkit-border-radius: 4px;\n    padding: 5px 40px 5px;\n    margin-top: 10px;\n    margin-bottom: 5px;\n    cursor: pointer;\n  }\n\n  .bibbase_paper {\n    margin-bottom: 5px;\n  }\n\n  }\n  </style>\n\n  \n  <div style=\"float: right; margin-right: 10px; margin-top: 10px; text-align: right; font-size: 12px\">\n    generated by\n    <a href=\"//bibbase.org\"\n       onclick=\"trackOutboundLink('bibbase', 'logo clicked', window.location.href, '//bibbase.org'); return false;\">\n      <img src=\"//bibbase.org/img/logo.svg\"\n           style=\"vertical-align: middle; margin-left: 3px; height: 16px;\"/\n           alt=\"bibbase.org\"\n           title=\"BibBase – The easiest way to maintain your publications page.\"\n        ></a>\n    \n  </div>\n  \n\n  <div id=\"bibbase_header\" class=\"dontprint\" style=\"\">\n\n    <ul class=\"nav nav-pills\" style=\"margin: 0px;\">\n\n      <li class=\"dropdown\" id=\"groupby_dropdown\">\n      <a class=\"dropdown-toggle\"\n         data-toggle=\"dropdown\"\n         href=\"#\">\n          Group by\n          <b class=\"caret\"></b>\n      </a>\n      <ul class=\"dropdown-menu\">\n        <li class=\"groupby year\"><a onclick=\"groupby('year')\">\n            Year</a>\n        </li>\n        <li class=\"groupby author\"><a onclick=\"groupby('author_short')\">\n            Author</a>\n        </li>\n        <li class=\"groupby type\"><a onclick=\"groupby('type')\">\n            Type</a>\n        </li>\n        <li class=\"groupby keyword\"><a onclick=\"groupby('keyword')\">\n            Keyword</a>\n        </li>\n        <li class=\"groupby downloads\"><a onclick=\"groupby('downloads')\">\n            Downloads</a>\n        </li>\n      </ul>\n      </li>\n\n\n      <li class=\"dropdown\" id=\"menu_dropdown\">\n      <a class=\"dropdown-toggle\"\n         data-toggle=\"dropdown\"\n         href=\"#\" alt=\"controls\">\n          <i class=\"fa fa-reorder\" alt=\"controls\"></i>\n          <b class=\"caret\"></b>\n      </a>\n      <ul class=\"dropdown-menu\">\n        <li>\n          <a onclick=\"toggleAll()\">\n            <i class=\"fa fa-chevron-down fa-fw\"></i> Expand/Collapse All\n          </a>\n        </li>\n        <li>\n          <a download=\"dh4QB7AhfPFFNMTkX\" href=\"data:text/bibtex;base64,@article{zhou2020spatiotemporal,
  title={A Spatiotemporal Epidemiological Prediction Model to Inform County-level COVID-19 Risk in the USA},
  author={Zhou, Yiwang and Wang, Lili and Zhang, Leyao and Shi, Lan and Yang, Kangping and Zhao, Bangyao and Overton, William and Purkayastha, Soumik and Song, Peter},
  journal={Harvard Data Science Review},
  number={Special Issue - COVID-19},
  year={2020}
}



@article{purkayastha2020women,
  title={Are women leaders significantly better at controlling the contagion during the COVID-19 pandemic?},
  author={Purkayastha, Soumik and Salvatore, Maxwell and Mukherjee, Bhramar},
  journal={Journal of Health and Social Sciences},
  volume={5},
  number={2},
  pages={231--239},
  year={2020},
  publisher={Edizioni FS Publishers}
}



@article{tang2020review,
  title={A Review of Multi-Compartment Infectious Disease Models},
  author={Tang, Lu and Zhou, Yiwang and Wang, Lili and Purkayastha, Soumk and Zhang, Leyao and He, Jie and Wang, Fei and Song, Peter Xuekun},
  journal={International Statistical Review},
  volume={88},
  number={2},
  year={2020},
  publisher={John Wiley \& Sons}
}



@misc{purkayastha2020minimum,
  title={On minimum Bregman divergence inference},
  author={Purkayastha, Soumik and Basu, Ayanendranath},
  journal={arXiv},
  number={arXiv:2008.06987},
  year={2020}
}



@article{giri2020prediction,
  title={Prediction of Monthly Hilsa (Tenualosa ilisha) Catch in the Northern Bay of Bengal using Bayesian Structural Time Series Model},
  author={Giri, Sandip and Purkayastha, Soumik and Hazra, Sugata and Chanda, Abhra and Das, Isha and Das, Sourav},
  journal={Regional Studies in Marine Science},
  year={2020}
}



@article{purkayastha2021comparison,
  title={A comparison of five epidemiological models for transmission of SARS-CoV-2 in India},
  author={Purkayastha, Soumik and Bhattacharyya, Rupam and Bhaduri, Ritwik and Kundu, Ritoban and Gu, Xuelin and Salvatore, Maxwell and Ray, Debashree and Mishra, Swapnil and Mukherjee, Bhramar},
  journal={BMC infectious diseases},
  volume={21},
  number={1},
  pages={1--23},
  year={2021},
  publisher={BioMed Central}
}



@article{salvatore2020comprehensive,
  title={Comprehensive public health evaluation of lockdown as a non-pharmaceutical intervention on COVID-19 spread in India: national trends masking state-level variations},
  author={Salvatore, Maxwell and Basu, Deepankar and Ray, Debashree and Kleinsasser, Mike and Purkayastha, Soumik and Bhattacharyya, Rupam and Mukherjee, Bhramar},
  journal={BMJ Open},
  volume={10},
  number={12},
  pages={10--1136},
  year={2020},
  publisher={BMJ Journals}
}



@article{purkayastha2020discussion,
  title={Discussion on “The timing and effectiveness of implementing mild interventions of COVID-19 in large industrial regions via a synthetic control method” by Tian et al.},
  author={Purkayastha, Soumik and Song, Peter Xuekun},
  journal={Statistics and Its Interface},
  volume={14},
  number={1},
  pages={21--22},
  year={2020},
  publisher={International Press DOI: https://dx.doi.org/10.4310/20-SII652}
}



@article{purkayastha2021estimating,
  title={Estimating the wave 1 and wave 2 infection fatality rates from SARS-CoV-2 in India},
  author={Purkayastha, Soumik and Kundu, Ritoban and Bhaduri, Ritwik and Barker, Daniel and Kleinsasser, Michael and Ray, Debashree and Mukherjee, Bhramar},
  journal={BMC Research Notes},
  volume={14},
  number={262},
  pages={1--7},
  year={2021},
  publisher={Springer Nature}
}



@article{ray2020predictions,
  title={Predictions, role of interventions and effects of a historic national lockdown in India’s response to the COVID-19 pandemic: data science call to arms},
  author={Ray, Debashree and Salvatore, Maxwell and Bhattacharyya, Rupam and Wang, Lili and Du, Jiacong and Mohammed, Shariq and Purkayastha, Soumik and Halder, Aritra and Rix, Alexander and Barker, Daniel and others},
  journal={Harvard data science review},
  volume={2020},
  number={Suppl 1},
  year={2020},
  publisher={NIH Public Access}
}



@article{zimmermann2021sars,
  title={SARS-CoV-2 infection fatality rates in India: systematic review, meta-analysis and model-based estimation},
  author={Zimmermann, Lauren and Bhattacharya, Subarna and Purkayastha, Soumik and Kundu, Ritoban and Bhaduri, Ritwik and Ghosh, Parikshit and Mukherjee, Bhramar},
  journal={Studies in Microeconomics},
  volume={9},
  number={2},
  pages={137--179},
  year={2021},
  publisher={SAGE Publications Sage India: New Delhi, India}
}



@article{bhaduri2022extending,
  title={Extending the susceptible-exposed-infected-removed (SEIR) model to handle the false negative rate and symptom-based administration of COVID-19 diagnostic tests: SEIR-fansy},
  author={Bhaduri, Ritwik and Kundu, Ritoban and Purkayastha, Soumik and Kleinsasser, Michael and Beesley, Lauren J and Mukherjee, Bhramar and Datta, Jyotishka},
  journal={Statistics in medicine},
  volume={41},
  number={13},
  pages={2317--2337},
  year={2022}
}



@article{mukherjee2021under,
  title={Under-Reporting Does Hurt the COVID Fight},
  author={Mukherjee, Bhramar and Purkayastha, Soumik and Salvatore, Maxwell and Mishra, Swapnil},
  journal={The Hindu},
  year={2021}
}



@article{salvatore2022lessons,
  title={Lessons from SARS-CoV-2 in India: A data-driven framework for pandemic resilience},
  author={Salvatore, Maxwell and Purkayastha, Soumik and Ganapathi, Lakshmi and Bhattacharyya, Rupam and Kundu, Ritoban and Zimmermann, Lauren and Ray, Debashree and Hazra, Aditi and Kleinsasser, Michael and Solomon, Sunil and others},
  journal={Science Advances},
  volume={8},
  number={24},
  year={2022},
  publisher={American Association for the Advancement of Science}
}



@article{purkayastha2024fastmi,
  title={fastMI: A fast and consistent copula-based nonparametric estimator of mutual information},
  author={Purkayastha, Soumik and Song, Peter X-K},
  journal={Journal of Multivariate Analysis},
  volume={201},
  pages={105270},
  year={2024},
  publisher={Academic Press}
}



@article{purkayastha2025quantification,
  title={Quantification and cross-fitting inference of asymmetric relations under generative exposure mapping models},
  author={Purkayastha, Soumik and Song, Peter X-K},
  journal={arXiv preprint arXiv:2311.04696},
  year={2025}
}



@phdthesis{purkayastha2024statistical,
  title={Statistical Methods To Investigate Asymmetric Association and Directionality In Biomedical Studies},
  author={Purkayastha, Soumik},
  year={2024}
}



@article{purkayastha2023asymmetric,
  title={Asymmetric predictability in causal discovery: an information theoretic approach},
  author={Purkayastha, Soumik and Song, Peter XK},
  journal={arXiv preprint arXiv:2210.14455},
  year={2023}
}



@article{purkayastha2025mechanistic,
  title={A Mechanistic Framework for Collider Detection in Observational Data},
  author={Purkayastha, Soumik and Song, Peter X-K},
  journal={arXiv preprint arXiv:2502.10317},
  year={2025}
}



@article{kadura2025yoga,
  title={Yoga Effect on Quality-of-Life Study Among Patients with Idiopathic Pulmonary Fibrosis (YES-IPF)},
  author={Kadura, Suha and Purkayastha, Soumik and Benditt, Joshua and Anand, Amit and Collins, Bridget and De Quadros, Miguele and Hobson, Mafara and Biswas, MJ and Ho, Lawrence and Spino, Cathie and others},
  journal={medRxiv},
  pages={2025--05},
  year={2025},
  publisher={Cold Spring Harbor Laboratory Press}
}



@inproceedings{lamba2025prevalence,
  title={The Prevalence of Social Needs Among LGB+ Veterans: A National Survey of VHA Primary Care Patients},
  author={Lamba, Shane and Frank, David A. and McCoy, Jennifer L. and Russell, Lauren E. and Purkayastha, Soumik and Gordon, Joshua and Leder, Sarah M. and Procario, Gregory T. and Moy, Ernest, M. and Hausmann, Leslie R.M.},
  booktitle={2025 AcademyHealth Annual Research Meeting},
  year={2025}
}



@article{purkayastha2025patient,
  title={Patient-Reported Outcomes Correlate with Clinical Outcomes in Patients with Idiopathic Pulmonary Fibrosis},
  author={Purkayastha, Soumik and Kadura, Suha and Spino, Cathie and Raghu, Ganesh},
  journal={medRxiv},
  pages={2025--05},
  year={2025},
  publisher={Cold Spring Harbor Laboratory Press}
}\">\n            <i class=\"fa fa-download fa-fw\"></i> Download BibTeX\n          </a>\n        </li>\n        <li>\n          <a href=\"//bibbase.org/rss?bib=https://bibbase.org/network/files/dh4QB7AhfPFFNMTkX\">\n            <i class=\"fa fa-rss fa-fw\"></i> RSS Feed\n          </a>\n          </li>\n      </ul>\n      </li>\n\n      \n\n\n      \n    </ul>\n\n\n    <div class=\"alert alert-success bibbase_msg\" id=\"bibbase_msg_embed\"\n         style=\"display: none;\">\n\n      Excellent! 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In order to keep using Mendeley with BibBase past April\n        14th, you need to:\n        <ol>\n          <li>renew the authorization for BibBase on Mendeley, and</li>\n          <li>update the BibBase URL\n            in your page the same way you did when you initially set up\n            this page.\n          </li>\n        </ol>\n      </p>\n\n      <p>\n        <a href=\"http://bibbase.org/cgi-bin/mendeley2/get.py\">\n          <i class=\"fa fa-angle-double-right\"></i>\n          Fix it now</a>\n      </p>\n    </div>\n\n  </div>\n\n\n  <div id=\"bibbase_body\">\n    \n  \n  <div class=\"bibbase_group_whole\" id=\"group_2025\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2025')\"\n      onkeypress=\"toggleGroup('group_2025')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2025</span>\n      <span class=\"bibbase_group_count\">\n        \n        (5)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"purkayastha-song-quantificationandcrossfittinginferenceofasymmetricrelationsundergenerativeexposuremappingmodels-2025\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Quantification and cross-fitting inference of asymmetric relations under generative exposure mapping models.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>;  and Song, P. X.\n</span>\n\n  \n\n</span>\n\n  <i>arXiv preprint arXiv:2311.04696</i>.  2025.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-song-quantificationandcrossfittinginferenceofasymmetricrelationsundergenerativeexposuremappingmodels-2025\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-song-quantificationandcrossfittinginferenceofasymmetricrelationsundergenerativeexposuremappingmodels-2025')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2025quantification,\n  title={Quantification and cross-fitting inference of asymmetric relations under generative exposure mapping models},\n  author={Purkayastha, Soumik and Song, Peter X-K},\n  journal={arXiv preprint arXiv:2311.04696},\n  year={2025}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"purkayastha-song-amechanisticframeworkforcolliderdetectioninobservationaldata-2025\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A Mechanistic Framework for Collider Detection in Observational Data.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>;  and Song, P. X.\n</span>\n\n  \n\n</span>\n\n  <i>arXiv preprint arXiv:2502.10317</i>.  2025.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-song-amechanisticframeworkforcolliderdetectioninobservationaldata-2025\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-song-amechanisticframeworkforcolliderdetectioninobservationaldata-2025')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2025mechanistic,\n  title={A Mechanistic Framework for Collider Detection in Observational Data},\n  author={Purkayastha, Soumik and Song, Peter X-K},\n  journal={arXiv preprint arXiv:2502.10317},\n  year={2025}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"kadura-purkayastha-benditt-anand-collins-dequadros-hobson-biswas-etal-yogaeffectonqualityoflifestudyamongpatientswithidiopathicpulmonaryfibrosisyesipf-2025\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Yoga Effect on Quality-of-Life Study Among Patients with Idiopathic Pulmonary Fibrosis (YES-IPF).\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Kadura, S.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Benditt, J.; Anand, A.; Collins, B.; De Quadros, M.; Hobson, M.; Biswas, M.; Ho, L.; Spino, C.;  and others\n</span>\n\n  \n\n</span>\n\n  <i>medRxiv</i>,2025–05.  2025.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/kadura-purkayastha-benditt-anand-collins-dequadros-hobson-biswas-etal-yogaeffectonqualityoflifestudyamongpatientswithidiopathicpulmonaryfibrosisyesipf-2025\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('kadura-purkayastha-benditt-anand-collins-dequadros-hobson-biswas-etal-yogaeffectonqualityoflifestudyamongpatientswithidiopathicpulmonaryfibrosisyesipf-2025')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{kadura2025yoga,\n  title={Yoga Effect on Quality-of-Life Study Among Patients with Idiopathic Pulmonary Fibrosis (YES-IPF)},\n  author={Kadura, Suha and Purkayastha, Soumik and Benditt, Joshua and Anand, Amit and Collins, Bridget and De Quadros, Miguele and Hobson, Mafara and Biswas, MJ and Ho, Lawrence and Spino, Cathie and others},\n  journal={medRxiv},\n  pages={2025--05},\n  year={2025},\n  publisher={Cold Spring Harbor Laboratory Press}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"lamba-frank-mccoy-russell-purkayastha-gordon-leder-procario-etal-theprevalenceofsocialneedsamonglgbveteransanationalsurveyofvhaprimarycarepatients-2025\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  The Prevalence of Social Needs Among LGB+ Veterans: A National Survey of VHA Primary Care Patients.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Lamba, S.; Frank, D. A.; McCoy, J. L.; Russell, L. E.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Gordon, J.; Leder, S. M.; Procario, G. T.; Moy, E.;  and Hausmann, L. R.\n</span>\n\n  \n\n</span>\n\n  In <i>2025 AcademyHealth Annual Research Meeting</i>,  2025. \n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/lamba-frank-mccoy-russell-purkayastha-gordon-leder-procario-etal-theprevalenceofsocialneedsamonglgbveteransanationalsurveyofvhaprimarycarepatients-2025\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('lamba-frank-mccoy-russell-purkayastha-gordon-leder-procario-etal-theprevalenceofsocialneedsamonglgbveteransanationalsurveyofvhaprimarycarepatients-2025')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@inproceedings{lamba2025prevalence,\n  title={The Prevalence of Social Needs Among LGB+ Veterans: A National Survey of VHA Primary Care Patients},\n  author={Lamba, Shane and Frank, David A. and McCoy, Jennifer L. and Russell, Lauren E. and Purkayastha, Soumik and Gordon, Joshua and Leder, Sarah M. and Procario, Gregory T. and Moy, Ernest, M. and Hausmann, Leslie R.M.},\n  booktitle={2025 AcademyHealth Annual Research Meeting},\n  year={2025}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"purkayastha-kadura-spino-raghu-patientreportedoutcomescorrelatewithclinicaloutcomesinpatientswithidiopathicpulmonaryfibrosis-2025\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Patient-Reported Outcomes Correlate with Clinical Outcomes in Patients with Idiopathic Pulmonary Fibrosis.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Kadura, S.; Spino, C.;  and Raghu, G.\n</span>\n\n  \n\n</span>\n\n  <i>medRxiv</i>,2025–05.  2025.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-kadura-spino-raghu-patientreportedoutcomescorrelatewithclinicaloutcomesinpatientswithidiopathicpulmonaryfibrosis-2025\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-kadura-spino-raghu-patientreportedoutcomescorrelatewithclinicaloutcomesinpatientswithidiopathicpulmonaryfibrosis-2025')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2025patient,\n  title={Patient-Reported Outcomes Correlate with Clinical Outcomes in Patients with Idiopathic Pulmonary Fibrosis},\n  author={Purkayastha, Soumik and Kadura, Suha and Spino, Cathie and Raghu, Ganesh},\n  journal={medRxiv},\n  pages={2025--05},\n  year={2025},\n  publisher={Cold Spring Harbor Laboratory Press}\n}</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2024\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2024')\"\n      onkeypress=\"toggleGroup('group_2024')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2024</span>\n      <span class=\"bibbase_group_count\">\n        \n        (2)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"purkayastha-song-fastmiafastandconsistentcopulabasednonparametricestimatorofmutualinformation-2024\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  fastMI: A fast and consistent copula-based nonparametric estimator of mutual information.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>;  and Song, P. X.\n</span>\n\n  \n\n</span>\n\n  <i>Journal of Multivariate Analysis</i>, 201: 105270.  2024.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-song-fastmiafastandconsistentcopulabasednonparametricestimatorofmutualinformation-2024\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>5 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-song-fastmiafastandconsistentcopulabasednonparametricestimatorofmutualinformation-2024')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2024fastmi,\n  title={fastMI: A fast and consistent copula-based nonparametric estimator of mutual information},\n  author={Purkayastha, Soumik and Song, Peter X-K},\n  journal={Journal of Multivariate Analysis},\n  volume={201},\n  pages={105270},\n  year={2024},\n  publisher={Academic Press}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"purkayastha-statisticalmethodstoinvestigateasymmetricassociationanddirectionalityinbiomedicalstudies-2024\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Statistical Methods To Investigate Asymmetric Association and Directionality In Biomedical Studies.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>\n</span>\n\n  \n\n</span>\n\n  Ph.D. Thesis,  2024.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-statisticalmethodstoinvestigateasymmetricassociationanddirectionalityinbiomedicalstudies-2024\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-statisticalmethodstoinvestigateasymmetricassociationanddirectionalityinbiomedicalstudies-2024')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@phdthesis{purkayastha2024statistical,\n  title={Statistical Methods To Investigate Asymmetric Association and Directionality In Biomedical Studies},\n  author={Purkayastha, Soumik},\n  year={2024}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2023\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2023')\"\n      onkeypress=\"toggleGroup('group_2023')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2023</span>\n      <span class=\"bibbase_group_count\">\n        \n        (1)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"purkayastha-song-asymmetricpredictabilityincausaldiscoveryaninformationtheoreticapproach-2023\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Asymmetric predictability in causal discovery: an information theoretic approach.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>;  and Song, P. X.\n</span>\n\n  \n\n</span>\n\n  <i>arXiv preprint arXiv:2210.14455</i>.  2023.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-song-asymmetricpredictabilityincausaldiscoveryaninformationtheoreticapproach-2023\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>8 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-song-asymmetricpredictabilityincausaldiscoveryaninformationtheoreticapproach-2023')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2023asymmetric,\n  title={Asymmetric predictability in causal discovery: an information theoretic approach},\n  author={Purkayastha, Soumik and Song, Peter XK},\n  journal={arXiv preprint arXiv:2210.14455},\n  year={2023}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2022\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2022')\"\n      onkeypress=\"toggleGroup('group_2022')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2022</span>\n      <span class=\"bibbase_group_count\">\n        \n        (2)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"bhaduri-kundu-purkayastha-kleinsasser-beesley-mukherjee-datta-extendingthesusceptibleexposedinfectedremovedseirmodeltohandlethefalsenegativerateandsymptombasedadministrationofcovid19diagnostictestsseirfansy-2022\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Extending the susceptible-exposed-infected-removed (SEIR) model to handle the false negative rate and symptom-based administration of COVID-19 diagnostic tests: SEIR-fansy.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Bhaduri, R.; Kundu, R.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Kleinsasser, M.; Beesley, L. J; Mukherjee, B.;  and Datta, J.\n</span>\n\n  \n\n</span>\n\n  <i>Statistics in medicine</i>, 41(13): 2317–2337.  2022.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/bhaduri-kundu-purkayastha-kleinsasser-beesley-mukherjee-datta-extendingthesusceptibleexposedinfectedremovedseirmodeltohandlethefalsenegativerateandsymptombasedadministrationofcovid19diagnostictestsseirfansy-2022\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>1 download</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('bhaduri-kundu-purkayastha-kleinsasser-beesley-mukherjee-datta-extendingthesusceptibleexposedinfectedremovedseirmodeltohandlethefalsenegativerateandsymptombasedadministrationofcovid19diagnostictestsseirfansy-2022')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{bhaduri2022extending,\n  title={Extending the susceptible-exposed-infected-removed (SEIR) model to handle the false negative rate and symptom-based administration of COVID-19 diagnostic tests: SEIR-fansy},\n  author={Bhaduri, Ritwik and Kundu, Ritoban and Purkayastha, Soumik and Kleinsasser, Michael and Beesley, Lauren J and Mukherjee, Bhramar and Datta, Jyotishka},\n  journal={Statistics in medicine},\n  volume={41},\n  number={13},\n  pages={2317--2337},\n  year={2022}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"salvatore-purkayastha-ganapathi-bhattacharyya-kundu-zimmermann-ray-hazra-etal-lessonsfromsarscov2inindiaadatadrivenframeworkforpandemicresilience-2022\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Lessons from SARS-CoV-2 in India: A data-driven framework for pandemic resilience.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Salvatore, M.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Ganapathi, L.; Bhattacharyya, R.; Kundu, R.; Zimmermann, L.; Ray, D.; Hazra, A.; Kleinsasser, M.; Solomon, S.;  and others\n</span>\n\n  \n\n</span>\n\n  <i>Science Advances</i>, 8(24).  2022.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/salvatore-purkayastha-ganapathi-bhattacharyya-kundu-zimmermann-ray-hazra-etal-lessonsfromsarscov2inindiaadatadrivenframeworkforpandemicresilience-2022\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>8 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('salvatore-purkayastha-ganapathi-bhattacharyya-kundu-zimmermann-ray-hazra-etal-lessonsfromsarscov2inindiaadatadrivenframeworkforpandemicresilience-2022')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{salvatore2022lessons,\n  title={Lessons from SARS-CoV-2 in India: A data-driven framework for pandemic resilience},\n  author={Salvatore, Maxwell and Purkayastha, Soumik and Ganapathi, Lakshmi and Bhattacharyya, Rupam and Kundu, Ritoban and Zimmermann, Lauren and Ray, Debashree and Hazra, Aditi and Kleinsasser, Michael and Solomon, Sunil and others},\n  journal={Science Advances},\n  volume={8},\n  number={24},\n  year={2022},\n  publisher={American Association for the Advancement of Science}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2021\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2021')\"\n      onkeypress=\"toggleGroup('group_2021')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2021</span>\n      <span class=\"bibbase_group_count\">\n        \n        (4)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"purkayastha-bhattacharyya-bhaduri-kundu-gu-salvatore-ray-mishra-etal-acomparisonoffiveepidemiologicalmodelsfortransmissionofsarscov2inindia-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A comparison of five epidemiological models for transmission of SARS-CoV-2 in India.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Bhattacharyya, R.; Bhaduri, R.; Kundu, R.; Gu, X.; Salvatore, M.; Ray, D.; Mishra, S.;  and Mukherjee, B.\n</span>\n\n  \n\n</span>\n\n  <i>BMC infectious diseases</i>, 21(1): 1–23.  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-bhattacharyya-bhaduri-kundu-gu-salvatore-ray-mishra-etal-acomparisonoffiveepidemiologicalmodelsfortransmissionofsarscov2inindia-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>2 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-bhattacharyya-bhaduri-kundu-gu-salvatore-ray-mishra-etal-acomparisonoffiveepidemiologicalmodelsfortransmissionofsarscov2inindia-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2021comparison,\n  title={A comparison of five epidemiological models for transmission of SARS-CoV-2 in India},\n  author={Purkayastha, Soumik and Bhattacharyya, Rupam and Bhaduri, Ritwik and Kundu, Ritoban and Gu, Xuelin and Salvatore, Maxwell and Ray, Debashree and Mishra, Swapnil and Mukherjee, Bhramar},\n  journal={BMC infectious diseases},\n  volume={21},\n  number={1},\n  pages={1--23},\n  year={2021},\n  publisher={BioMed Central}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"purkayastha-kundu-bhaduri-barker-kleinsasser-ray-mukherjee-estimatingthewave1andwave2infectionfatalityratesfromsarscov2inindia-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Estimating the wave 1 and wave 2 infection fatality rates from SARS-CoV-2 in India.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Kundu, R.; Bhaduri, R.; Barker, D.; Kleinsasser, M.; Ray, D.;  and Mukherjee, B.\n</span>\n\n  \n\n</span>\n\n  <i>BMC Research Notes</i>, 14(262): 1–7.  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-kundu-bhaduri-barker-kleinsasser-ray-mukherjee-estimatingthewave1andwave2infectionfatalityratesfromsarscov2inindia-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n  &nbsp;\n  <span class=\"bibbase_stats_paper\" style=\"color: #777;\">\n    <span>3 downloads</span>\n  </span>\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-kundu-bhaduri-barker-kleinsasser-ray-mukherjee-estimatingthewave1andwave2infectionfatalityratesfromsarscov2inindia-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2021estimating,\n  title={Estimating the wave 1 and wave 2 infection fatality rates from SARS-CoV-2 in India},\n  author={Purkayastha, Soumik and Kundu, Ritoban and Bhaduri, Ritwik and Barker, Daniel and Kleinsasser, Michael and Ray, Debashree and Mukherjee, Bhramar},\n  journal={BMC Research Notes},\n  volume={14},\n  number={262},\n  pages={1--7},\n  year={2021},\n  publisher={Springer Nature}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"zimmermann-bhattacharya-purkayastha-kundu-bhaduri-ghosh-mukherjee-sarscov2infectionfatalityratesinindiasystematicreviewmetaanalysisandmodelbasedestimation-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  SARS-CoV-2 infection fatality rates in India: systematic review, meta-analysis and model-based estimation.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Zimmermann, L.; Bhattacharya, S.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Kundu, R.; Bhaduri, R.; Ghosh, P.;  and Mukherjee, B.\n</span>\n\n  \n\n</span>\n\n  <i>Studies in Microeconomics</i>, 9(2): 137–179.  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/zimmermann-bhattacharya-purkayastha-kundu-bhaduri-ghosh-mukherjee-sarscov2infectionfatalityratesinindiasystematicreviewmetaanalysisandmodelbasedestimation-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('zimmermann-bhattacharya-purkayastha-kundu-bhaduri-ghosh-mukherjee-sarscov2infectionfatalityratesinindiasystematicreviewmetaanalysisandmodelbasedestimation-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{zimmermann2021sars,\n  title={SARS-CoV-2 infection fatality rates in India: systematic review, meta-analysis and model-based estimation},\n  author={Zimmermann, Lauren and Bhattacharya, Subarna and Purkayastha, Soumik and Kundu, Ritoban and Bhaduri, Ritwik and Ghosh, Parikshit and Mukherjee, Bhramar},\n  journal={Studies in Microeconomics},\n  volume={9},\n  number={2},\n  pages={137--179},\n  year={2021},\n  publisher={SAGE Publications Sage India: New Delhi, India}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"mukherjee-purkayastha-salvatore-mishra-underreportingdoeshurtthecovidfight-2021\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Under-Reporting Does Hurt the COVID Fight.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Mukherjee, B.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Salvatore, M.;  and Mishra, S.\n</span>\n\n  \n\n</span>\n\n  <i>The Hindu</i>.  2021.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/mukherjee-purkayastha-salvatore-mishra-underreportingdoeshurtthecovidfight-2021\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('mukherjee-purkayastha-salvatore-mishra-underreportingdoeshurtthecovidfight-2021')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{mukherjee2021under,\n  title={Under-Reporting Does Hurt the COVID Fight},\n  author={Mukherjee, Bhramar and Purkayastha, Soumik and Salvatore, Maxwell and Mishra, Swapnil},\n  journal={The Hindu},\n  year={2021}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n  <div class=\"bibbase_group_whole\" id=\"group_2020\">\n    <div class=\"bibbase_group\"\n      onclick=\"toggleGroup('group_2020')\"\n      onkeypress=\"toggleGroup('group_2020')\"\n      tabindex=\"0\">\n      <i class=\"fa fa-angle-down bibbase_group_head_icon\"></i>&nbsp;\n      <span>2020</span>\n      <span class=\"bibbase_group_count\">\n        \n        (8)\n        \n      </span>\n    </div>\n    <div class=\"bibbase_group_body\">\n      \n  \n  <div class=\"bibbase_paper\" id=\"zhou-wang-zhang-shi-yang-zhao-overton-purkayastha-etal-aspatiotemporalepidemiologicalpredictionmodeltoinformcountylevelcovid19riskintheusa-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A Spatiotemporal Epidemiological Prediction Model to Inform County-level COVID-19 Risk in the USA.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Zhou, Y.; Wang, L.; Zhang, L.; Shi, L.; Yang, K.; Zhao, B.; Overton, W.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>;  and Song, P.\n</span>\n\n  \n\n</span>\n\n  <i>Harvard Data Science Review</i>, (Special Issue - COVID-19).  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/zhou-wang-zhang-shi-yang-zhao-overton-purkayastha-etal-aspatiotemporalepidemiologicalpredictionmodeltoinformcountylevelcovid19riskintheusa-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('zhou-wang-zhang-shi-yang-zhao-overton-purkayastha-etal-aspatiotemporalepidemiologicalpredictionmodeltoinformcountylevelcovid19riskintheusa-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{zhou2020spatiotemporal,\n  title={A Spatiotemporal Epidemiological Prediction Model to Inform County-level COVID-19 Risk in the USA},\n  author={Zhou, Yiwang and Wang, Lili and Zhang, Leyao and Shi, Lan and Yang, Kangping and Zhao, Bangyao and Overton, William and Purkayastha, Soumik and Song, Peter},\n  journal={Harvard Data Science Review},\n  number={Special Issue - COVID-19},\n  year={2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"purkayastha-salvatore-mukherjee-arewomenleaderssignificantlybetteratcontrollingthecontagionduringthecovid19pandemic-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Are women leaders significantly better at controlling the contagion during the COVID-19 pandemic?.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Salvatore, M.;  and Mukherjee, B.\n</span>\n\n  \n\n</span>\n\n  <i>Journal of Health and Social Sciences</i>, 5(2): 231–239.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-salvatore-mukherjee-arewomenleaderssignificantlybetteratcontrollingthecontagionduringthecovid19pandemic-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-salvatore-mukherjee-arewomenleaderssignificantlybetteratcontrollingthecontagionduringthecovid19pandemic-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2020women,\n  title={Are women leaders significantly better at controlling the contagion during the COVID-19 pandemic?},\n  author={Purkayastha, Soumik and Salvatore, Maxwell and Mukherjee, Bhramar},\n  journal={Journal of Health and Social Sciences},\n  volume={5},\n  number={2},\n  pages={231--239},\n  year={2020},\n  publisher={Edizioni FS Publishers}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"tang-zhou-wang-purkayastha-zhang-he-wang-song-areviewofmulticompartmentinfectiousdiseasemodels-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  A Review of Multi-Compartment Infectious Disease Models.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Tang, L.; Zhou, Y.; Wang, L.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Zhang, L.; He, J.; Wang, F.;  and Song, P. X.\n</span>\n\n  \n\n</span>\n\n  <i>International Statistical Review</i>, 88(2).  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/tang-zhou-wang-purkayastha-zhang-he-wang-song-areviewofmulticompartmentinfectiousdiseasemodels-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('tang-zhou-wang-purkayastha-zhang-he-wang-song-areviewofmulticompartmentinfectiousdiseasemodels-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{tang2020review,\n  title={A Review of Multi-Compartment Infectious Disease Models},\n  author={Tang, Lu and Zhou, Yiwang and Wang, Lili and Purkayastha, Soumk and Zhang, Leyao and He, Jie and Wang, Fei and Song, Peter Xuekun},\n  journal={International Statistical Review},\n  volume={88},\n  number={2},\n  year={2020},\n  publisher={John Wiley \\&amp; Sons}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"purkayastha-basu-onminimumbregmandivergenceinference-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  On minimum Bregman divergence inference.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>;  and Basu, A.\n</span>\n\n  \n\n</span>\n\n   2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-basu-onminimumbregmandivergenceinference-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-basu-onminimumbregmandivergenceinference-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@misc{purkayastha2020minimum,\n  title={On minimum Bregman divergence inference},\n  author={Purkayastha, Soumik and Basu, Ayanendranath},\n  journal={arXiv},\n  number={arXiv:2008.06987},\n  year={2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"giri-purkayastha-hazra-chanda-das-das-predictionofmonthlyhilsatenualosailishacatchinthenorthernbayofbengalusingbayesianstructuraltimeseriesmodel-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Prediction of Monthly Hilsa (Tenualosa ilisha) Catch in the Northern Bay of Bengal using Bayesian Structural Time Series Model.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Giri, S.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Hazra, S.; Chanda, A.; Das, I.;  and Das, S.\n</span>\n\n  \n\n</span>\n\n  <i>Regional Studies in Marine Science</i>.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/giri-purkayastha-hazra-chanda-das-das-predictionofmonthlyhilsatenualosailishacatchinthenorthernbayofbengalusingbayesianstructuraltimeseriesmodel-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('giri-purkayastha-hazra-chanda-das-das-predictionofmonthlyhilsatenualosailishacatchinthenorthernbayofbengalusingbayesianstructuraltimeseriesmodel-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{giri2020prediction,\n  title={Prediction of Monthly Hilsa (Tenualosa ilisha) Catch in the Northern Bay of Bengal using Bayesian Structural Time Series Model},\n  author={Giri, Sandip and Purkayastha, Soumik and Hazra, Sugata and Chanda, Abhra and Das, Isha and Das, Sourav},\n  journal={Regional Studies in Marine Science},\n  year={2020}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"salvatore-basu-ray-kleinsasser-purkayastha-bhattacharyya-mukherjee-comprehensivepublichealthevaluationoflockdownasanonpharmaceuticalinterventiononcovid19spreadinindianationaltrendsmaskingstatelevelvariations-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Comprehensive public health evaluation of lockdown as a non-pharmaceutical intervention on COVID-19 spread in India: national trends masking state-level variations.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Salvatore, M.; Basu, D.; Ray, D.; Kleinsasser, M.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Bhattacharyya, R.;  and Mukherjee, B.\n</span>\n\n  \n\n</span>\n\n  <i>BMJ Open</i>, 10(12): 10–1136.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/salvatore-basu-ray-kleinsasser-purkayastha-bhattacharyya-mukherjee-comprehensivepublichealthevaluationoflockdownasanonpharmaceuticalinterventiononcovid19spreadinindianationaltrendsmaskingstatelevelvariations-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('salvatore-basu-ray-kleinsasser-purkayastha-bhattacharyya-mukherjee-comprehensivepublichealthevaluationoflockdownasanonpharmaceuticalinterventiononcovid19spreadinindianationaltrendsmaskingstatelevelvariations-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{salvatore2020comprehensive,\n  title={Comprehensive public health evaluation of lockdown as a non-pharmaceutical intervention on COVID-19 spread in India: national trends masking state-level variations},\n  author={Salvatore, Maxwell and Basu, Deepankar and Ray, Debashree and Kleinsasser, Mike and Purkayastha, Soumik and Bhattacharyya, Rupam and Mukherjee, Bhramar},\n  journal={BMJ Open},\n  volume={10},\n  number={12},\n  pages={10--1136},\n  year={2020},\n  publisher={BMJ Journals}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"purkayastha-song-discussiononthetimingandeffectivenessofimplementingmildinterventionsofcovid19inlargeindustrialregionsviaasyntheticcontrolmethodbytianetal-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Discussion on “The timing and effectiveness of implementing mild interventions of COVID-19 in large industrial regions via a synthetic control method” by Tian et al.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>;  and Song, P. X.\n</span>\n\n  \n\n</span>\n\n  <i>Statistics and Its Interface</i>, 14(1): 21–22.  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/purkayastha-song-discussiononthetimingandeffectivenessofimplementingmildinterventionsofcovid19inlargeindustrialregionsviaasyntheticcontrolmethodbytianetal-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('purkayastha-song-discussiononthetimingandeffectivenessofimplementingmildinterventionsofcovid19inlargeindustrialregionsviaasyntheticcontrolmethodbytianetal-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{purkayastha2020discussion,\n  title={Discussion on “The timing and effectiveness of implementing mild interventions of COVID-19 in large industrial regions via a synthetic control method” by Tian et al.},\n  author={Purkayastha, Soumik and Song, Peter Xuekun},\n  journal={Statistics and Its Interface},\n  volume={14},\n  number={1},\n  pages={21--22},\n  year={2020},\n  publisher={International Press DOI: https://dx.doi.org/10.4310/20-SII652}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n  <div class=\"bibbase_paper\" id=\"ray-salvatore-bhattacharyya-wang-du-mohammed-purkayastha-halder-etal-predictionsroleofinterventionsandeffectsofahistoricnationallockdowninindiasresponsetothecovid19pandemicdatasciencecalltoarms-2020\">\n  <span class=\"bibbase_paper_titleauthoryear\">\n\n  \n  <span class=\"bibbase_paper_title\">\n  \n  \n  \n  Predictions, role of interventions and effects of a historic national lockdown in India’s response to the COVID-19 pandemic: data science call to arms.\n  \n  \n  \n</span>\n\n  <span class=\"bibbase_paper_author\">\n  Ray, D.; Salvatore, M.; Bhattacharyya, R.; Wang, L.; Du, J.; Mohammed, S.; <a class=\"bibbase author link\" href=\"https://soumikp.github.io/publications/\">Purkayastha, S.</a>; Halder, A.; Rix, A.; Barker, D.;  and others\n</span>\n\n  \n\n</span>\n\n  <i>Harvard data science review</i>, 2020(Suppl 1).  2020.\n  <span class=\"note\"></span>\n\n<span class=\"bibbase_note\"></span>\n\n<br class=\"bibbase_paper_content\"/>\n\n<span class=\"bibbase_paper_content dontprint\">\n\n  \n\n  \n\n  \n  <a href=\"//bibbase.org/network/publication/ray-salvatore-bhattacharyya-wang-du-mohammed-purkayastha-halder-etal-predictionsroleofinterventionsandeffectsofahistoricnationallockdowninindiasresponsetothecovid19pandemicdatasciencecalltoarms-2020\"\n     class=\"bibbase bibbase_page link\">link</a>\n  &nbsp;\n  \n\n  <a href=\"#\"\n     onclick=\"showBib(event); return false;\"\n     class=\"bibbase bibtex link\">bibtex\n    <i class=\"fa fa-caret-down\"></i></a>\n\n  \n\n  \n\n  <!-- <a class=\"bibbase read link hidden\" -->\n  <!--    href=\"javascript:toggleRead('ray-salvatore-bhattacharyya-wang-du-mohammed-purkayastha-halder-etal-predictionsroleofinterventionsandeffectsofahistoricnationallockdowninindiasresponsetothecovid19pandemicdatasciencecalltoarms-2020')\" -->\n  <!--    title=\"Marking this paper as read adds it to your library on BibBase.\" -->\n  <!--    > -->\n  <!--   <i class=\"fa fa-check\"></i>&nbsp; -->\n  <!--   <span>mark as read</span> -->\n  <!-- </a> -->\n\n  &nbsp;\n  \n  \n\n</span>\n\n<div class=\"well well-small bibbase\" data-type=\"bibtex\"\n     style=\"display:none\">\n  <pre style=\"white-space: pre-wrap;\">@article{ray2020predictions,\n  title={Predictions, role of interventions and effects of a historic national lockdown in India’s response to the COVID-19 pandemic: data science call to arms},\n  author={Ray, Debashree and Salvatore, Maxwell and Bhattacharyya, Rupam and Wang, Lili and Du, Jiacong and Mohammed, Shariq and Purkayastha, Soumik and Halder, Aritra and Rix, Alexander and Barker, Daniel and others},\n  journal={Harvard data science review},\n  volume={2020},\n  number={Suppl 1},\n  year={2020},\n  publisher={NIH Public Access}\n}\n\n</pre>\n</div>\n\n\n\n</div>\n\n\n\n\n\n    </div>\n  </div>\n\n\n\n\n  </div>\n\n\n  <!-- Modal -->\n\n  <!-- <iframe id=\"bibbase_network_frame\" -->\n  <!--         src=\"//bibbase.org/network/control\" -->\n  <!--         style=\"display: none;\"> -->\n  <!-- </iframe> -->\n\n</div>\n"}; document.write(bibbase_data.data);