Title:
Visualizing State-Based Hypertension Progression Models
Visualizing State-Based Hypertension Progression Models
| dc.contributor.author | Gupta, Amrita | |
| dc.contributor.author | Liu, Yu-Ying | |
| dc.contributor.author | Sun, Jimeng | |
| dc.contributor.author | Rehg, James M. | |
| dc.contributor.corporatename | Georgia Institute of Technology. Institute for Robotics and Intelligent Machines | en_US |
| dc.contributor.corporatename | Georgia Institute of Technology. College of Computing | en_US |
| dc.contributor.corporatename | Georgia Institute of Technology. School of Interactive Computing | en_US |
| dc.date.accessioned | 2015-06-17T19:51:20Z | |
| dc.date.available | 2015-06-17T19:51:20Z | |
| dc.date.issued | 2014-11 | |
| dc.description | © Copyright retained by the authors. | en_US |
| dc.description.abstract | We present a novel interactive visualization scheme for state-based hypertension progression modeling using hidden Markov models, applied to electronic health records of a cohort population enrolled in a hypertension management program. The visualization tool provides an interface for exploratory analysis and model validation, and improves the interpretability of the model results for healthcare researchers. We demonstrate a preliminary application of the visualization to compare states visited and transitions taken by two different subgroups with distinctive hypertension trajectories. | en_US |
| dc.embargo.terms | null | en_US |
| dc.identifier.citation | A. Gupta, Y.-Y. Liu, J. Sun and J. M. Rehg. "Visualizing State-Based Hypertenstion Progression Models." In IEEE Vis 2014 EHRVIS Workshop, Paris, France. | en_US |
| dc.identifier.uri | http://hdl.handle.net/1853/53659 | |
| dc.language.iso | en_US | en_US |
| dc.publisher | Georgia Institute of Technology | en_US |
| dc.subject | Continuous-time hidden Markov model | en_US |
| dc.subject | Disease progression model | en_US |
| dc.subject | Interactive visualization | en_US |
| dc.subject | Medical informatics | en_US |
| dc.title | Visualizing State-Based Hypertension Progression Models | en_US |
| dc.type | Text | |
| dc.type.genre | Proceedings | |
| dspace.entity.type | Publication | |
| local.contributor.author | Rehg, James M. | |
| local.contributor.author | Sun, Jimeng | |
| local.contributor.corporatename | Institute for Robotics and Intelligent Machines (IRIM) | |
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