Machine Learning Challenges for Automated Prompting in Smart Homes

Barnan Das, Narayanan C. Krishnan, Diane J. Cook, Handling Imbalanced and Overlapping Classes in Smart Environments Prompting Dataset, Springer book on Data Mining for Service, 2014.

Barnan Das, Narayanan C. Krishnan, Diane J. Cook, Automated Activity Interventions to Assist with Activities of Daily Living, IOS Press book on Agent-Based Approaches to Ambient Intelligence, 2012.

Barnan Das, Narayanan C. Krishnan and Diane J. Cook, RACOG and wRACOG: Two Gibbs Sampling-Based Oversampling Techniques, IEEE Transaction on Knowledge and Data Engineering (TKDE), 2013. (Accepted)

Adriana M. Seelye, Maureen Schmitter-Edgecombe, Barnan Das, Diane J. Cook, Application of Cognitive Rehabilitation Theory to the Development of Smart Prompting Technologies, IEEE Reviews on Biomedical Engineering, 2012.

Barnan Das, Diane J. Cook, Maureen Schmitter-Edgecombe, Adriana M. Seelye, PUCK: An Automated Prompting System for Smart Environments, Journal of Personal and Ubiquitous Computing, 2012.

Barnan Das, Narayanan C. Krishnan and Diane J. Cook, wRACOG: A Gibbs Sampling-Based Oversampling Techniques, International Conference on Data Mining (ICDM), 2013.

Stefan Dernbach, Barnan Das, Narayanan C. Krishnan, Brian L. Thomas, Diane J. Cook, Simple and Complex Acitivity Recognition Through Smart Phones, Proceedings of the International Conference on Intelligent Environments, 2012. Slides

Tanmoy Pal, Haider Banka, Pabitra Mitra, Barnan Das Linguistic Knowledge Based Supervised Key-Phrase Extraction, Proceedings of National Conference on Future Trends in Information & Communication Technology & Applications, India, 2011.

Barnan Das, Chao Chen, Adriana M. Seelye, Diane Cook, An Automated Prompting System for Smart Environments, Proceedings of 9th International Conference on Smart Homes and Health Telematics, 2011.

Ehsan Nazerfard, Barnan Das, Larry Holder, Diane Cook, Conditional Random Fields for Activity Recognition in Smart Environments, Proceedings of the ACM 1st International Symposium on Human Informatics, 2010.

Chao Chen, Barnan Das, Diane Cook, A Data Mining Framework for Activity Recognition in Smart Environment, Proceedings of the International Conference on Intelligent Environments, 2010.

Barnan Das, Narayanan C. Krishnan, Diane J. Cook, Handling Imbalanced and Overlapping Classes in Smart Environments Prompting Dataset, ICDM Workshop on Data Mining in Bioinformatics and Healthcare, 2013.

Barnan Das, Brian L. Thomas, Adriana M. Seelye, Diane J. Cook, Lawrence B. Holder, Maureen Schmitter-Edgecombe, Context-Aware Prompting From Your Smart Phone,IEEE Consumer Communications and Networking Conference Demonstration, Las Vegas, NV, USA, 2012.

Barnan Das, Adriana M. Seelye, Brian L. Thomas, Diane J. Cook, Lawrence B. Holder, Maureen Schmitter-Edgecombe, Using Smart Phones for Context-Aware Prompting in Smart Environments, 2nd IEEE International Workshop on Consumer eHealth Platforms, Services and Applications, Las Vegas, NV, USA, 2012.

Barnan Das, Diane Cook, Data Mining Challenges in Automated Prompting Systems, Interaction with Smart Objects Workshop, 2011.

Barnan Das, Chao Chen, Nairanjana Dasgupta, Diane Cook, Automated Prompting in a Smart Home Environment, ICDM Workshop on Data Mining for Service, 2010.

Chao Chen, Barnan Das, Diane Cook, Energy Prediction Using Resident's Activity, Proceedings of the International Workshop on Knowledge Discovery from Sensor Data, 2010.

Chao Chen, Barnan Das, Diane Cook, Energy Prediction in Smart Environments, Proceedings of the 5th International Workshop on Artificial Intelligence Techniques for Ambient Intelligence (AITAmI 2010)