| Noisy-or component analysis and its application to link analysis T Šingliar, M Hauskrecht The Journal of Machine Learning Research 7, 2189-2213, 2006 | 81 | 2006 |
| Learning to detect incidents from noisily labeled data T Šingliar, M Hauskrecht Machine learning 79, 335-354, 2010 | 30 | 2010 |
| Towards a learning traffic incident detection system T Singliar, M Hauskrecht Proc. Workshop on Machine learning Algorithms for Surveillance and Event …, 2006 | 21 | 2006 |
| Modeling highway traffic volumes T Šingliar, M Hauskrecht Machine Learning: ECML 2007, 732-739, 2007 | 19 | 2007 |
| Monte-Carlo optimizations for resource allocation problems in stochastic network systems M Hauskrecht, T Singliar arXiv preprint arXiv:1212.2481, 2012 | 12 | 2012 |
| Efficient inference in persistent dynamic Bayesian networks T Singliar, D Dash arXiv preprint arXiv:1206.3289, 2012 | 10 | 2012 |
| On synchronicity and concurrency in Petri nets G Juhás, R Lorenz, T Šingliar Applications and Theory of Petri Nets 2003: 24th International Conference …, 2003 | 9 | 2003 |
| Learning to detect adverse traffic events from noisily labeled data T Šingliar, M Hauskrecht European Conference on Principles of Data Mining and Knowledge Discovery …, 2007 | 8 | 2007 |
| Monitoring state of health information for components T Singliar US Patent 8,744,985, 2014 | 6 | 2014 |
| Methods and systems for processing natural language for machine learning T Singliar, WR Murray, RE Cranfill, DD Margineantu US Patent 9,418,059, 2016 | 5 | 2016 |
| Online Temporal Clustering for Outbreak Detection T Singliar, D Dash | 5 | 2007 |
| Spatiotemporal Extensions to a Controlled Natural Language WR Murray, T Singliar Controlled Natural Language: Third International Workshop, CNL 2012, Zurich …, 2012 | 4 | 2012 |
| Scaling up inverse reinforcement learning through instructed feature construction T Singliar, D Marginenantu Snowbird Learning Workshop, 2011 | 4 | 2011 |
| Machine learning solutions for transportation networks T Singliar University of Pittsburgh, 2008 | 4 | 2008 |
| Monitoring state of health information for components T Singliar US Patent 8,533,133, 2013 | 3 | 2013 |
| Variational learning for noisy-or component analysis T Singliar, M Hauskrecht Proceedings of the 2005 SIAM International Conference on Data Mining, 370-379, 2005 | 3 | 2005 |
| Methods and systems for estimating subject intent from surveillance DD Margineantu, T Singliar US Patent 8,756,177, 2014 | 2 | 2014 |
| Scalable Inverse Reinforcement Learning via Instructed Feature Construction T Singliar, DD Margineantu Workshops at the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012 | 1 | 2012 |
| Methods and systems for estimating subject cost from surveillance T Singliar, DD Margineantu US Patent 8,959,042, 2015 | | 2015 |
| Interpreting spatiotemporal expressions from english to fuzzy logic WR Murray, P Harrison, T Singliar Theory, Practice, and Applications of Rules on the Web: 7th International …, 2013 | | 2013 |
