Mustafa Bilgic

Research Interests

My main research interests are in the broad areas of machine learning, data mining, information acquisition, and decision theory. Specifically, I am interested in active learning, active inference,interactive machine learning, statistical relational learning, collective classification, and probabilistic graphical models.

I am the founder and director of the machine learning laboratory @ IIT. More information about my research group and recent projects can be found at our laboratory website.

Recent Publications

• Daozheng Chen, Mustafa Bilgic, Lise Getoor, and David Jacobs. Dynamic Processing Allocation in Video. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), November 2011.

• Mustafa Bilgic and Lise Getoor. Value of Information Lattice: Exploiting Probabilistic Independence for Effective Feature Subset Acquisition. Journal of Artificial Intelligence (JAIR), vol.41, pp.69-95, May 2011.

• Daozheng Chen, Mustafa Bilgic, Lise Getoor, David Jacobs, Lilyana Mihalkova, and Tom Yeh. Active Inference for Retrieval in Camera Networks. In EEE Workshop on Person Oriented Vision, January 2011.

Teaching

• CS480 - Artificial Intelligence (Fall 2012)
• CS583 - Probabilistic Graphical Models (Spring 2012)
• CS480 - Artificial Intelligence (Fall 2011)
• CS522 - Advanced Data Mining (Spring 2011)
• CS595 - Probabilistic Graphical Models (Fall 2010)

Contact

mbilgicATiit.edu

Stuart Building, 228C
Computer Science Department
Illinois Institute of Technology
Chicago, IL 60616

Last updated on April 1st, 2012.