Mining recent temporal patterns for event detection in multivariate time series data I Batal, D Fradkin, J Harrison, F Moerchen, M Hauskrecht Proceedings of the 18th ACM SIGKDD international conference on Knowledge …, 2012 | 224 | 2012 |
A temporal pattern mining approach for classifying electronic health record data I Batal, H Valizadegan, GF Cooper, M Hauskrecht ACM Transactions on Intelligent Systems and Technology (TIST) 4 (4), 1-22, 2013 | 177 | 2013 |
Outlier detection for patient monitoring and alerting M Hauskrecht, I Batal, M Valko, S Visweswaran, GF Cooper, G Clermont Journal of biomedical informatics 46 (1), 47-55, 2013 | 175 | 2013 |
A pattern mining approach for classifying multivariate temporal data I Batal, H Valizadegan, GF Cooper, M Hauskrecht 2011 IEEE International Conference on Bioinformatics and Biomedicine, 358-365, 2011 | 98 | 2011 |
Multivariate time series classification with temporal abstractions I Batal, L Sacchi, R Bellazzi, M Hauskrecht Twenty-Second International FLAIRS Conference, 2009 | 87 | 2009 |
A supervised time series feature extraction technique using dct and dwt I Batal, M Hauskrecht 2009 international conference on machine learning and applications, 735-739, 2009 | 67 | 2009 |
An efficient pattern mining approach for event detection in multivariate temporal data I Batal, GF Cooper, D Fradkin, J Harrison, F Moerchen, M Hauskrecht Knowledge and information systems 46, 115-150, 2016 | 63 | 2016 |
Conditional outlier detection for clinical alerting M Hauskrecht, M Valko, I Batal, G Clermont, S Visweswaran, GF Cooper AMIA annual symposium proceedings 2010, 286, 2010 | 63 | 2010 |
Outlier-based detection of unusual patient-management actions: an ICU study M Hauskrecht, I Batal, C Hong, Q Nguyen, GF Cooper, S Visweswaran, ... Journal of biomedical informatics 64, 211-221, 2016 | 58 | 2016 |
A temporal abstraction framework for classifying clinical temporal data I Batal, L Sacchi, R Bellazzi, M Hauskrecht AMIA Annual Symposium Proceedings 2009, 29, 2009 | 46 | 2009 |
Boosting KNN text classification accuracy by using supervised term weighting schemes I Batal, M Hauskrecht Proceedings of the 18th ACM conference on Information and knowledge …, 2009 | 44 | 2009 |
Constructing classification features using minimal predictive patterns I Batal, M Hauskrecht Proceedings of the 19th ACM international conference on Information and …, 2010 | 27 | 2010 |
An efficient probabilistic framework for multi-dimensional classification I Batal, C Hong, M Hauskrecht Proceedings of the 22nd ACM international conference on Information …, 2013 | 24 | 2013 |
Mining clinical data using minimal predictive rules I Batal, M Hauskrecht AMIA Annual Symposium Proceedings 2010, 31, 2010 | 18 | 2010 |
A generalized mixture framework for multi-label classification C Hong, I Batal, M Hauskrecht Proceedings of the 2015 SIAM International Conference on Data Mining, 712-720, 2015 | 16 | 2015 |
A mixtures-of-trees framework for multi-label classification C Hong, I Batal, M Hauskrecht Proceedings of the 23rd ACM International Conference on Conference on …, 2014 | 15 | 2014 |
A bayesian scoring technique for mining predictive and non-spurious rules I Batal, G Cooper, M Hauskrecht Machine Learning and Knowledge Discovery in Databases: European Conference …, 2012 | 14 | 2012 |
A concise representation of association rules using minimal predictive rules I Batal, M Hauskrecht Joint European conference on machine learning and knowledge discovery in …, 2010 | 14 | 2010 |
Systems and methods for estimating a time of an engine event BA Matthews, JJ Bizub, I Batal, FW Wheeler US Patent 10,054,043, 2018 | 13 | 2018 |
Methods and systems to derive health of mating cylinder using knock sensors JJ Bizub, BA Matthews, I Batal US Patent 9,915,217, 2018 | 13 | 2018 |