Vikramaditya R. Jakkula
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PUBLICATIONS:
2007 - Vikramaditya R. Jakkula, "Predictive Data Mining to Learn Health Vitals of Residents in a Smart Home", ICDM IEEE Workshop of Data Mining in Medicine, Omaha, Nebraska, 2007 [PPT].
- Vikramaditya R. Jakkula, Aaron S. Crandall, and Diane J. Cook, "Knowledge Discovery in Entity Based Smart Environment Resident Data Using Temporal Relations Based Data Mining", ICDM Workshop on Spatial and Spatio-Temporal Data Mining, Omaha, Nebraska, 2007 (acceptance rate: 20%).
- Vikramaditya R. Jakkula, and Diane J.Cook, "Mining Sensor Data in Smart Environment for Temporal Activity Prediction", Poster session of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining Workshop on Knowledge Discovery from Sensor Data (sensor-KDD 2007), San Jose, August 2007 (acceptance rate: 32%). [PDF,POSTER].
- Vikramaditya R. Jakkula, and Diane J.Cook, "Using Temporal Relations in Smart Home Data for Activity Prediction", International Conference on Machine Learning (ICML) Workshop on the Induction of Process Models (IPM /ICML 2007), Corvalis, June 2007 [PDF,PPT,PPTX]
- Vikramaditya R. Jakkula, Diane J.Cook, and Aaron S. Crandall, "Temporal pattern discovery for anomaly detection in smart homes", Proceedings of the the 3rd IET International Conference on Intelligent Environments (IE 07), Germany, September 2007 [PDF,PPT,PPTX,PDF].
- Vikramaditya R. Jakkula, and Diane J. Cook, "Learning Temporal Relations in Smart Home Data",Proceedings of the Second International Conference on Technology and Aging, Canada, June 2007 [PDF,PPT,PPTX]
- Vikramaditya R. Jakkula, Diane J. Cook, and Gaurav Jain, Prediction Models for a Smart Home Based Health Care System,Proceedings of 21st IEEE International Conference on Advanced Information Networking and Applications Workshops, Canada, May 2007 [PDF,PPT,PPTX].
2006 - Vikramaditya R. Jakkula,Michael G. Youngblood and Diane J. Cook, Identification of Lifestyle Behavior Patterns with Prediction of the Happiness of an Inhabitant in a Smart Home, AAAI Workshop on Computational Aesthetics: Artificial Intelligence Approaches to Beauty and Happiness, Boston, July 2006 [PDF,PPT].
- Gaurav Jain, Diane J. Cook and Vikramaditya R. Jakkula, Monitoring Health by Detecting Drifts and Outliners for a Smart Environment Inhabitant, 4th International Conference on Smart Homes and Health Telematics, June 2006 [PDF,PPT].
JOURNALS: - Vikramaditya Jakkula and Diane J. Cook, “Anomaly Detection Using Temporal Data Mining in a Smart Home Environment ”, to appear in Methods of Information in Medicine,Smart Homes and Ambient Assisted Living special issue, 2008.
- Diane J. Cook, Juan Augusto and Vikramaditya Jakkula, Ambient intelligence: Technologies, applications, and opportunities, to appear in Journal of Pervasive and Mobile Computing, 2008.
THESIS: - Vikramaditya R. Jakkula. Enhancing Smart Home Resident Activity Prediction and Anomaly Detection Using Temporal Relations.Master's Thesis. Washington State University. December 2007.[PPT]
BOOK CHAPTERS: - Vikramaditya Jakkula and Diane J. Cook, “Mining Temporal Relations in Smart Environment Data using TempAl”, Knowledge Discovery from Sensor Data, Taylor and Francis/CRC Press, 2008.
- Vikramaditya Jakkula, Diane J. Cook and Aaron Crandall, “Enhancing Anomaly Detection for Smart Homes Using Temporal Pattern Discovery, Advanced Intelligent Systems, Springer, 2008.
- Vikramaditya Jakkula and Diane J. Cook, “Learning Temporal Relations in Smart Home Data”, Technology and Aging, IOS Press: Assistive Technology Research Series, 2008.
- Smart Homes And Beyond, IOS Press: Assistive Technology Research Series, volume 19, Pg 114-121,2006. ISBN 978-1-58603-623-2.