Interactive interface for efficient data visualization via a geometric approach. Salazar-Castro, J., A., Rosas-Narvaez, Y., C., Pantoja, A., D., Alvarado-Perez, J., C., & Peluffo-Ordonez, D., H. In 2015 20th Symposium on Signal Processing, Images and Computer Vision (STSIVA), pages 1-6, 9, 2015. IEEE. ![Interactive interface for efficient data visualization via a geometric approach [link]](https://bibbase.org/img/filetypes/link.svg "link")
Website doi abstract bibtex Dimensionality reduction (DR) methods represent a suitable alternative to visualizing data. Nonetheless, most of them still lack the properties of interactivity and controllability. In this work, we propose a data visualization interface that allows for user interaction within an interactive framework. Specifically, our interface is based on a mathematic geometric model, which combines DR methods through a weighted sum. Interactivity is provided in the sense that weighting factors are given by the user via the selection of points inside a geometric surface. Then, (even non-expert) users can intuitively either select a concrete DR method or carry out a mixture of methods. Experimental results are obtained using artificial and real datasets, demonstrating the usability and applicability of our interface in DR-based data visualization.
@inproceedings{
title = {Interactive interface for efficient data visualization via a geometric approach},
type = {inproceedings},
year = {2015},
pages = {1-6},
websites = {https://ieeexplore.ieee.org/document/7330397},
month = {9},
publisher = {IEEE},
id = {afeb5141-96b1-3b40-a3ba-246fa1f22d72},
created = {2022-01-26T03:01:07.290Z},
file_attached = {false},
profile_id = {aba9653c-d139-3f95-aad8-969c487ed2f3},
group_id = {b9022d50-068c-31b4-9174-ebfaaf9ee57b},
last_modified = {2022-01-26T03:01:07.290Z},
read = {false},
starred = {false},
authored = {false},
confirmed = {true},
hidden = {false},
citation_key = {Salazar-Castro2015},
private_publication = {false},
abstract = {Dimensionality reduction (DR) methods represent a suitable alternative to visualizing data. Nonetheless, most of them still lack the properties of interactivity and controllability. In this work, we propose a data visualization interface that allows for user interaction within an interactive framework. Specifically, our interface is based on a mathematic geometric model, which combines DR methods through a weighted sum. Interactivity is provided in the sense that weighting factors are given by the user via the selection of points inside a geometric surface. Then, (even non-expert) users can intuitively either select a concrete DR method or carry out a mixture of methods. Experimental results are obtained using artificial and real datasets, demonstrating the usability and applicability of our interface in DR-based data visualization.},
bibtype = {inproceedings},
author = {Salazar-Castro, J. A. and Rosas-Narvaez, Y. C. and Pantoja, A. D. and Alvarado-Perez, Juan C. and Peluffo-Ordonez, Diego H.},
doi = {10.1109/STSIVA.2015.7330397},
booktitle = {2015 20th Symposium on Signal Processing, Images and Computer Vision (STSIVA)}
}
Downloads: 0
{"_id":"YictPWxF7SYddaWeL","bibbaseid":"salazarcastro-rosasnarvaez-pantoja-alvaradoperez-peluffoordonez-interactiveinterfaceforefficientdatavisualizationviaageometricapproach-2015","authorIDs":[],"author_short":["Salazar-Castro, J., A.","Rosas-Narvaez, Y., C.","Pantoja, A., D.","Alvarado-Perez, J., C.","Peluffo-Ordonez, D., H."],"bibdata":{"title":"Interactive interface for efficient data visualization via a geometric approach","type":"inproceedings","year":"2015","pages":"1-6","websites":"https://ieeexplore.ieee.org/document/7330397","month":"9","publisher":"IEEE","id":"afeb5141-96b1-3b40-a3ba-246fa1f22d72","created":"2022-01-26T03:01:07.290Z","file_attached":false,"profile_id":"aba9653c-d139-3f95-aad8-969c487ed2f3","group_id":"b9022d50-068c-31b4-9174-ebfaaf9ee57b","last_modified":"2022-01-26T03:01:07.290Z","read":false,"starred":false,"authored":false,"confirmed":"true","hidden":false,"citation_key":"Salazar-Castro2015","private_publication":false,"abstract":"Dimensionality reduction (DR) methods represent a suitable alternative to visualizing data. Nonetheless, most of them still lack the properties of interactivity and controllability. In this work, we propose a data visualization interface that allows for user interaction within an interactive framework. Specifically, our interface is based on a mathematic geometric model, which combines DR methods through a weighted sum. Interactivity is provided in the sense that weighting factors are given by the user via the selection of points inside a geometric surface. Then, (even non-expert) users can intuitively either select a concrete DR method or carry out a mixture of methods. Experimental results are obtained using artificial and real datasets, demonstrating the usability and applicability of our interface in DR-based data visualization.","bibtype":"inproceedings","author":"Salazar-Castro, J. A. and Rosas-Narvaez, Y. C. and Pantoja, A. D. and Alvarado-Perez, Juan C. and Peluffo-Ordonez, Diego H.","doi":"10.1109/STSIVA.2015.7330397","booktitle":"2015 20th Symposium on Signal Processing, Images and Computer Vision (STSIVA)","bibtex":"@inproceedings{\n title = {Interactive interface for efficient data visualization via a geometric approach},\n type = {inproceedings},\n year = {2015},\n pages = {1-6},\n websites = {https://ieeexplore.ieee.org/document/7330397},\n month = {9},\n publisher = {IEEE},\n id = {afeb5141-96b1-3b40-a3ba-246fa1f22d72},\n created = {2022-01-26T03:01:07.290Z},\n file_attached = {false},\n profile_id = {aba9653c-d139-3f95-aad8-969c487ed2f3},\n group_id = {b9022d50-068c-31b4-9174-ebfaaf9ee57b},\n last_modified = {2022-01-26T03:01:07.290Z},\n read = {false},\n starred = {false},\n authored = {false},\n confirmed = {true},\n hidden = {false},\n citation_key = {Salazar-Castro2015},\n private_publication = {false},\n abstract = {Dimensionality reduction (DR) methods represent a suitable alternative to visualizing data. Nonetheless, most of them still lack the properties of interactivity and controllability. In this work, we propose a data visualization interface that allows for user interaction within an interactive framework. Specifically, our interface is based on a mathematic geometric model, which combines DR methods through a weighted sum. Interactivity is provided in the sense that weighting factors are given by the user via the selection of points inside a geometric surface. Then, (even non-expert) users can intuitively either select a concrete DR method or carry out a mixture of methods. Experimental results are obtained using artificial and real datasets, demonstrating the usability and applicability of our interface in DR-based data visualization.},\n bibtype = {inproceedings},\n author = {Salazar-Castro, J. A. and Rosas-Narvaez, Y. C. and Pantoja, A. D. and Alvarado-Perez, Juan C. and Peluffo-Ordonez, Diego H.},\n doi = {10.1109/STSIVA.2015.7330397},\n booktitle = {2015 20th Symposium on Signal Processing, Images and Computer Vision (STSIVA)}\n}","author_short":["Salazar-Castro, J., A.","Rosas-Narvaez, Y., C.","Pantoja, A., D.","Alvarado-Perez, J., C.","Peluffo-Ordonez, D., H."],"urls":{"Website":"https://ieeexplore.ieee.org/document/7330397"},"biburl":"https://bibbase.org/service/mendeley/aba9653c-d139-3f95-aad8-969c487ed2f3","bibbaseid":"salazarcastro-rosasnarvaez-pantoja-alvaradoperez-peluffoordonez-interactiveinterfaceforefficientdatavisualizationviaageometricapproach-2015","role":"author","metadata":{"authorlinks":{}}},"bibtype":"inproceedings","biburl":"https://bibbase.org/service/mendeley/aba9653c-d139-3f95-aad8-969c487ed2f3","creationDate":"2020-02-26T04:21:14.508Z","downloads":0,"keywords":[],"search_terms":["interactive","interface","efficient","data","visualization","via","geometric","approach","salazar-castro","rosas-narvaez","pantoja","alvarado-perez","peluffo-ordonez"],"title":"Interactive interface for efficient data visualization via a geometric approach","year":2015,"dataSources":["YEF3uFAbDNQXrkgNw","ya2CyA73rpZseyrZ8","ntXyXv2964fDt3myF"]}