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Jensen, C., H. Lonsdale, E. Wynn, J. Cao, M. Slater, and T. G. Dietterich, "The life and times of files and information: a study of desktop provenance", Proceedings of the 28th international conference on Human factors in computing systems - CHI '10, Atlanta, Georgia, ACM Press, pp. 767-776, 04/2010.
Dietterich, T. G., X. Bao, V. Keiser, and J. Shen, "Machine Learning Methods for High Level Cyber Situation Awareness", Cyber Situational Awareness: Springer, pp. 227-247, 2010.
Judah, K., S. Roy, A. Fern, and T. G. Dietterich, "Reinforcement Learning via Practice and Critique Advice", AAAI Conference on Artificial Intelligence (AAAI-10), Atlanta, GA, 07/2010.
Shen, J., J. Irvine, X. Bao, M. Goodman, S. Kolibaba, A. Tran, F. Carl, B. Kirschner, S. Stumpf, and T. G. Dietterich, "Detecting and correcting user activity switches", Proceedingsc of the 13th International Conference on Intelligent User Interfaces - IUI '09, Sanibel Island, Florida, USA, ACM Press, pp. 117, 02/2009.
Martinez-Munoz, G., N. Larios, E. N. Mortensen, W. Zhang, A. Yamamuro, R. Paasch, N. Payet, D. A. Lytle, L. G. Shapiro, S. Todorovic, et al., "Dictionary-free categorization of very similar objects via stacked evidence trees", 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPR Workshops), Miami, FL, IEEE, pp. 549 - 556, 06/2009.
Shen, J., E. Fitzhenry, and T. G. Dietterich, "Discovering frequent work procedures from resource connections", Proceedings of the 13th International Conference on Intelligent User Interfaces - IUI '09, Sanibel Island, Florida, USA, ACM Press, pp. 277-286, 02/2009.
Zhang, X., S. Yoon, P. DiBona, D S. Appling, L. Ding, J R. Doppa, D. Green, J. K. Guo, U. Kuter, G. Levine, et al., "An Ensemble Learning and Problem-Solving Architecture for Airspace Management", Proceedings of Twenty-First Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-09), Pasadena, CA, pp. 203-210, 07/2009.
Keiser, V., and T. G. Dietterich, "Evaluating Online Text Classification Algorithms for Email Prediction in TaskTracer", Conference on Email and Anti-Spam, Mountain View, CA, 07/2009.
Shen, J., and T. G. Dietterich, "A family of large margin linear classifiers and its application in dynamic environments", Statistical Analysis and Data Mining, vol. 2, issue 5-6, pp. 328 - 345, 12/2009.
Stumpf, S., V. Rajaram, L. Li, W-K. Wong, M. M. Burnett, T. G. Dietterich, E. Sullivan, and J. L. Herlocker, "Interacting meaningfully with machine learning systems: Three experiments", International Journal of Human-Computer Studies, vol. 67, issue 8, pp. 639 - 662, 06/2009.
Zhang, W., A. Surve, X. Z. Fern, and T. G. Dietterich, "Learning non-redundant codebooks for classifying complex objects", Proceedings of the 26th Annual International Conference on Machine Learning - ICML '09, Montreal, Quebec, Canada, ACM Press, pp. 1 - 8, 06/2009.
Dietterich, T. G., "Machine learning in ecosystem informatics and sustainability", Proceedings of the 21st International Joint Conference on Artifical Intelligence, Pasadena, CA, Morgan Kaufmann Publishers Inc., pp. 8–13, 07/2009.
Dietterich, T. G., A. Fern, J. Irvine, M. Slater, P. Tadepalli, M. Gervasio, C. Ellwood, B. Jarrold, O. Brdiczka, and J. Blythe, "User Initiated Learning for Adaptive Interfaces Abstract", IJCAI2009 Workshop on Intelligence and Interaction, Pasadena, CA, 07/2009.
Sarpola, M., R. Paasch, E. N. Mortensen, T. G. Dietterich, D. A. Lytle, A. Moldenke, and L. G. Shapiro, "An Aquatic Insect Imaging System to Automate Insect Classification ", Transactions of the American Society of Agricultural and Biological Engineers, vol. 51, issue 6, pp. 2217-2225, 2008.
Larios, N., H. Deng, W. Zhang, M. Sarpola, J. Yuen, R. Paasch, A. Moldenke, D. A. Lytle, S R. Correa, E. N. Mortensen, et al., "Automated insect identification through concatenated histograms of local appearance features: feature vector generation and region detection for deformable objects", Machine Vision and Applications, vol. 19, issue 2, pp. 105 - 123, 3/2008.
Mehta, N., S. Ray, P. Tadepalli, and T. G. Dietterich, "Automatic discovery and transfer of MAXQ hierarchies", Proceedings of the 25th International Conference on Machine learning - ICML '08, Helsinki, Finland, ACM Press, pp. 648 - 655, 07/2008.
Dietterich, T. G., G. Hao, and A. Ashenfelter, "Gradient Tree Boosting for Training Conditional Random Fields", Journal of Machine Learning Research, vol. 9, pp. 2113-2139, 10/2008.
Dietterich, T. G., and X. Bao, "Integrating Multiple Learning Components through Markov Logic", Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, AAAI 2008, Chicago, Illinois, pp. 622-627, 07/2008.
Natarajan, S., P. Tadepalli, T. G. Dietterich, and A. Fern, "Learning first-order probabilistic models with combining rules", Annals of Mathematics and Artificial Intelligence, vol. 54, issue 1-3, pp. 223 - 256, 11/2008.
Zhang, W., and T. G. Dietterich, "Learning visual dictionaries and decision lists for object recognition", 2008 19th International Conference on Pattern Recognition (ICPR), Tampa, FL, IEEE, pp. 1 - 4, 04/2008.
Dietterich, T. G., and M. Wynkoop, "Lecture Notes in Computer ScienceMachine Learning and Knowledge Discovery in Databases", Machine Learning and Knowledge Discovery in Databases, vol. 5212, Berlin, Heidelberg, Springer Berlin Heidelberg, pp. 597 - 612, 2008.
Dietterich, T. G., P. Domingos, L. Getoor, S. Muggleton, and P. Tadepalli, "Structured machine learning: the next ten years", Machine Learning, vol. 73, issue 1, pp. 3 - 23, 10/2008.
Shen, J., and T. G. Dietterich, "Active EM to reduce noise in activity recognition", Proceedings of the 12th International Conference on Intelligent User Interfaces - IUI '07, Honolulu, Hawaii, ACM Press, pp. 132, 01/2007.
Larios, N., H. Deng, W. Zhang, M. Sarpola, J. Yuen, R. Paasch, A. Moldenke, D. A. Lytle, R. Correa, E. N. Mortensen, et al., "Automated Insect Identification through Concatenated Histograms of Local Appearance Features", 2007 IEEE Workshop on Applications of Computer Vision (WAC V '07), Austin, TX, IEEE, pp. 26 - 26, 02/2007.
Parker, C., P. Tadepalli, W-K. Wong, T. G. Dietterich, and A. Fern, "Learning From Demonstrations via Structured Prediction", 2007 AAAI Workshop on Acquiring Planning Knowledge via Demonstration, Vancouver, BC, pp. 34-40, 07/2007.