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Research: Research Faculty

Thomas G. Dietterich
Recent Publications

  • Mehta, N., Ray, S., Tadepalli, P., Dietterich, T. (2008). Automatic Discovery and Transfer of MAXQ Hierarchies. International Conference on Machine Learning (ICML-2008).
  • Dietterich, T. G., Bao, X. (2008). Integrating Multiple Learning Components Through Markov Logic. Twenty-Third Conference on Artificial Intelligence (AAAI-2008).
  • Dietterich, T. G. (2007). Machine Learning in Ecosystem Informatics. Proceedings of the Tenth International Conference on Discovery Science. Lecture Notes in Artificial Intelligence Volume 4755, Springer, Berlin.
  • Peterson, C., Paasch, R. K., Ge, P., Dietterich, T. G. (2007). Product innovation for interdisciplinary design under changing requirements. International Conference on Engineering Design (ICED2007), Paris, France.
  • Dereszynski, E., Dietterich, T. (2007). Probabilistic Models for Anomaly Detection in Remote Sensor Data Streams. Proceedings of the 23rd Conference on Uncertainty in Artificial Intelligence (UAI-2007). 75-82.
  • E. N. Mortensen, E. L. Delgado, H. Deng, D. Lytle, A. Moldenke, R. Paasch, L. Shapiro, P. Wu, W. Zhang, T. G. Dietterich (2007). Pattern Recognition for Ecological Science and Environmental Monitoring: An Initial Report. In N. MacLeod and M. O'Neill (Eds.) Algorithmic Approaches to the Identification Problem in Systematics
  • Deng, H., Zhang, W., Mortensen, E., Dietterich, T. (2007). Principal Curvature-based Region Detector for Object Recognition. IEEE Conference on Computer Vision and Pattern Recognition (CVPR-2007). Minneapolis, MN.
  • Larios, N., Deng, H., Zhang, W., Sarpola, M., Yuen, J., Paasch, R., Moldenke, A., Lytle, D., Ruiz Correa, S., Mortensen, E., Shapiro, L., Dietterich, T. (2007). Automated Insect Identification through Concatenated Histograms of Local Appearance Features. Machine Vision and Applications.
  • Larios, N., Deng, H., Zhang, W., Sarpola, M., Yuen, J., Paasch, R., Moldenke, A., Lytle, D., Ruiz Correa, S., Mortensen, E., Shapiro, L. G., Dietterich T. G. (2007). Automated Insect Identification through Concatenated Histograms of Local Appearance Features. IEEE Workshop on Applications of Computer Vision (WACV-2007), 26-32. Austin, TX.
  • Stumpf, S., Rajaram, V., Li, L., Burnett, M., Dietterich, T., Sullivan, E., Drummond, R., Herlocker, J. (2007). Toward Harnessing User Feedback for Machine Learning. In International Conference on Intelligent User Interfaces (IUI-2007), Honolulu, HI. pp. 82-91. ACM Press.
  • Shen, J., Dietterich, T. (2007). Active EM to Reduce Noise in Activity Recognition. In International Conference on Intelligent User Interfaces (IUI-2007), Honolulu, HI. pp. 132-140. ACM Press.
  • Shen, J., Li, L., Dietterich, T. G. (2007). Real-Time Detection of Task Switches of Desktop Users. In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI-07). Hyderabad, India. pp. 2868-2873.
  • Deng, H., Mortensen, E. N., Shapiro, L., Dietterich, T. G. (2006). Reinforcement Matching Using Region Context. In S. Lucey and T. Chen (Eds.) Beyond Patches. Workshop at IEEE Conference on Computer Vision and Pattern Recognition. IEEE. New York.
  • Zhang, W., Deng, H., Dietterich, T. G., Mortensen, E. N. (2006). A Hierarchical Object Recognition System Based on Multi-scale Principal Curvature Regions. Proceedings of the International Conference on Pattern Recognition, Vol. I. 778-782.
  • Langford, W. T., Gergel, S. E., Dietterich, T. G., Cohen, W. (2006). Map misclassification can cause large errors in landscape pattern indices: Examples from habitat fragmentation. Ecosystems, 9 (3), 474-488.
  • Bao, X., Herlocker, J., Dietterich, T. (2006). Fewer clicks and less frustration: Reducing the cost of reaching the right folder. In 2006 International Conference on Intelligent User Interfaces. 178-185. Sydney, Australia.
  • Shen, J., Li, L., Dietterich, T., Herlocker, J. (2006). A Hybrid Learning System for Recognizing User Tasks from Desktop Activities and Email Messages. In 2006 International Conference on Intelligent User Interfaces. 86-92. Sydney, Australia.



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