Obesity Prediction with EHR Data: A Deep Learning Approach with Interpretable Elements.
Gupta, M.; Phan, T. T; Bunnell, H T.; and Beheshti, R.
ACM Trans. Comput. Healthcare, 3(3): Article 32. 2022.
Paper
doi
link
bibtex
@article{Gupta2022ObesityElements,
title = {{Obesity Prediction with EHR Data: A Deep Learning Approach with Interpretable Elements}},
year = {2022},
journal = {ACM Trans. Comput. Healthcare},
author = {Gupta, Mehak and Phan, Thao-Ly T and Bunnell, H Timothy and Beheshti, Rahmatollah},
AUTHOR+an = {1=student;4=lead},
number = {3},
pages = {Article 32},
volume = {3},
url = {https://doi.org/10.1145/3506719},
doi = {10.1145/3506719},
issn = {2691-1957},
keywords = {electronic health records, long short-term memory, deep learning, Childhood obesity, temporal data, transfer learning}
}
Predicting Acute Events using the Movement Patterns of Older Adults: An Unsupervised Clustering Method.
Ramazi, R.; Bowen, M. E.; and Beheshti, R.
Proceedings of the 13th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics, BCB 2022, 1(22). 8 2022.
Paper
doi
link
bibtex
@article{Ramazi2022PredictingMethod,
title = {{Predicting Acute Events using the Movement Patterns of Older Adults: An Unsupervised Clustering Method}},
year = {2022},
journal = {Proceedings of the 13th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics, BCB 2022},
author = {Ramazi, Ramin and Bowen, Mary Elizabeth and Beheshti, Rahmatollah},
AUTHOR+an = {1=student;3=lead},
number = {22},
month = {8},
volume = {1},
publisher = {Association for Computing Machinery, Inc},
url = {https://doi.org/10.1145/3535508.3545561},
isbn = {9781450393867},
doi = {10.1145/3535508.3545561},
addendum = {Competitive}
}
Predicting attrition patterns from pediatric weight management programs.
Fayyaz, H.; Phan, T. T.; Bunnell, H. T.; and Beheshti, R.
In Parziale, A.; Agrawal, M.; Joshi, S.; Chen, I. Y.; Tang, S.; Oala, L.; and Subbaswamy, A., editor(s),
Proceedings of the 2nd Machine Learning for Health symposium, volume 193, of
Proceedings of Machine Learning Research, pages 326–342, 28 Nov 2022. PMLR
Paper
link
bibtex
@InProceedings{pmlr-v193-fayyaz22a,
title = {Predicting attrition patterns from pediatric weight management programs},
author = {Fayyaz, Hamed and Phan, Thao-Ly T. and Bunnell, H. Timothy and Beheshti, Rahmatollah},
booktitle = {Proceedings of the 2nd Machine Learning for Health symposium},
pages = {326--342},
year = {2022},
editor = {Parziale, Antonio and Agrawal, Monica and Joshi, Shalmali and Chen, Irene Y. and Tang, Shengpu and Oala, Luis and Subbaswamy, Adarsh},
volume = {193},
series = {Proceedings of Machine Learning Research},
month = {28 Nov},
publisher = {PMLR},
pdf = {https://proceedings.mlr.press/v193/fayyaz22a/fayyaz22a.pdf},
url = {https://proceedings.mlr.press/v193/fayyaz22a.html}
}
Developing Acute Event Risk Profiles for Older Adults With Dementia in Long-Term Care Using Motor Behavior Clusters Derived From Deep Learning.
Ramazi, R.; Bowen, M. E.; Flynn, A. J; and Beheshti, R.
Journal of the American Medical Directors Association. 2022.
doi
link
bibtex
@article{Ramazi2022DevelopingLearning,
title = {{Developing Acute Event Risk Profiles for Older Adults With Dementia in Long-Term Care Using Motor Behavior Clusters Derived From Deep Learning}},
year = {2022},
journal = {Journal of the American Medical Directors Association},
author = {Ramazi, Ramin and Bowen, Mary Elizabeth and Flynn, Aidan J and Beheshti, Rahmatollah},
AUTHOR+an = {1=student;4=lead},
doi = {https://doi.org/10.1016/j.jamda.2022.04.009},
issn = {1525-8610},
keywords = {Falls, clustering, delirium, dementia, real-time locating system, urinary tract infections}
}
Flexible-window Predictions on Electronic Health Records.
Gupta, M.; Phan, T. T; Bunnell, H T.; and Beheshti, R.
In
Proceedings of the Thirty-Fourth Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-22), 2022. AAAI
link
bibtex
@inproceedings{Gupta2022Flexible-windowRecords,
title = {{Flexible-window Predictions on Electronic Health Records}},
year = {2022},
booktitle = {Proceedings of the Thirty-Fourth Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-22)},
author = {Gupta, Mehak and Phan, Thao-Ly T and Bunnell, H Timothy and Beheshti, Rahmatollah},
AUTHOR+an = {1=student;4=lead},
publisher = {AAAI},
addendum = {Highly competitive}
}