2007:

Kouh, Minjoon (Ph.D. Thesis, EECS, MIT, May 2007): Toward a More Biologically Plausible Model of Object Recognition.

2006:

Bileschi, Stanley (Ph.D. Thesis, EECS, MIT, May 2006): StreetScenes: Towards Scene Understanding in Still Images.

Das, Sanmay (Ph.D. Thesis, EECS, MIT, April 2006): Dealers, Insiders and Bandits: Learning and Its Effects on Market Outcomes.

Rakhlin, Alexander (Ph.D. Thesis, BCS, MIT, April 2006): Applications of Empirical Processes in Learning Theory: Algorithmic Stability and Generalization Bounds.

Serre, Thomas R. (Ph.D. Thesis, BCS, MIT, March 2006): Learning a Dictionary of Shape-Components in Visual Cortex: Comparison with Neurons, Humans and Machines.

Soni, Neha (S.M. Thesis, EECS, MIT, February 2006): Sequence Motifs Predictive of Tissue-specific Skipping.

2005:

Cadieu, Charles F. (S.M. Thesis, EECS, MIT, May 2005): Modeling Shape Representation in Visual Cortex Area V4.

Martin, Ian S. (S.M. Thesis, EECS, MIT, May 2005): Robust Learning and Segmentation for Scene Understanding.

Skelley, James P. (S.M. Thesis, EECS, MIT, August 2005): Experiments in Expression Recognition.

Wu, Jia Jane (S.M. Thesis, EECS, MIT, May 2005): Comparing Visual Features for Morphing Based Recognition.

2004:

Bouvrie, Jacob V. (S.M. Thesis, EECS, MIT, June 2004): Multi-Source Contingency Clustering.

Fischer, Robert (S.M. Thesis, Math & Natural Sciences, MIT/Univ. of Applied Science Darmstadt, Germany, October 2004): Automatic Facial Expression Analysis and Emotional Classification.

Kyriakides, Alexandros (S.M. Thesis, EECS, MIT, February 2004): Supervised Information Retrieval for Text and Images.

Leung, Brian (S.M. Thesis, EECS, MIT, May 2004): Component-based Car Detection in Street Scene Images.

Paysan, Pascal (S.M. Thesis, Computer Science, Fachochschule Esslingen, February 2004): Stereovision-based Vehicle Classification Using Support Vector Machines.

Yeo, Gene W. (Ph.D. Thesis, EECS, MIT, November 2004): Identification, Improved Modeling and Integration of Signals to Predict Constitutive and Alternative Splicing.

2003:

Bileschi, Stanley M. (S.M. Thesis, EECS, MIT, January 2003): Advances in Component-based Face Detection.

Das, Sanmay (S.M. Thesis, EECS, MIT, June 2003): Intelligent Market-Making in Artificial Markets.

Huang, Jennifer (S.M. Thesis, EECS, MIT, January 2003): Component-based Face Recognition with 3D Morphable Models.

Kim, Brian (S.M. Thesis, EECS, MIT, June 2003): Multi-Source Human Identification.

Louie, Jennifer (S.M. Thesis, EECS, MIT, May 2003): A Biological Model of Object Recognition with Feature Learning.

Rosen, Ezra (S.M. Thesis, EECS, MIT, May 2003): Face Representation in Cortex: Studies Using a Simple and Not So Special Model.

2002:

Crane, Andrew (S.M. Thesis, EECS, MIT, September 2002): Object Recognition with Partially Labeled Examples.

Rifkin, Ryan (Ph.D. Thesis, EECS & OR, MIT, September, 2002): Everything Old Is New Again: A Fresh Look at Historical Approaches in Machine Learning.

Szummer, Martin (Ph.D. Thesis, EECS, MIT, September 2002): Learning from Partially Labeled Data.

Ezzat, Antoine (Ph.D. Thesis, EECS, MIT, June 2002): Trainable Videorealistic Speech Animation.

Kumar, Vinay (Ph.D. Thesis, BCS, MIT, June 2002): Towards Trainable Man-machine Interfaces: Combining Top-down Constraints with Bottom-up Learning in Facial Analysis.

2001:

Shelton, Christian (Ph.D. Thesis, EECS, MIT, August 2001): Importance Sampling for Reinforcement Learning with Multiple Objectives.

Mukherjee, Sayan (Ph.D. Thesis, BCS, MIT, June 2001): Application of Statistical Learning Theory to DNA Microarray Analysis.

Chan, Nicholas (Ph.D. Thesis, EECS, MIT, February 2001): Artificial Markets and Intelligent Agents.

Ho, Purdy (S.M. Thesis, EECS, MIT, May 2001): "Rotation Invariant Realtime Face Detection and Recognition System."

2000:

Evgeniou, Theodoros (Ph.D. Thesis, EECS, MIT, June 2000): Learning with Kernel Machine Architectures.

Riesenhuber, Maximilian (Ph.D. Thesis, BCS, MIT, June 2000): How a Part of the Brain Might or Might Not Work: A New Hierarchical Model of Object Recognition.

Serre, Thomas (Graduate Engineering degree, Ecole Nationale Supérieure des Télécommunications de Bretagne, October 2000): "Feature Selection for Face Detection in Still Gray Images."

1999:

Papageorgiou, Constantine (Ph.D. Thesis, EECS, MIT, December 1999): A Trainable System for Object Detection in Images and Video Sequences.

Pérez-Breva, Luis (Ingenieria Superior, Institut Quimic de Sarrià, Universitat Ramon Llull, Barcelona, July 1999): “Applying Learning Techniques to Solve Engineering Problems: Preprocessing, Learning and Measuring.”

Mohan, Anuj (S.M. Thesis, EECS, MIT, June 1999): "Robust Object Detection in Images by Computers."

Marques, Janet (S.M. Thesis, EECS, MIT, May 1999): "An Automatic Annotation System for Audio Data Containing Music."

Wang, Jon (S.M. Thesis, EECS, MIT, May 1999): "Information Aggregation and Dissemination in Simulated Markets."

1998:

Osuna, Edgar (Ph.D. Thesis, EECS & OR, MIT, June 1998): Support Vector Machines: Training and Applications.

Shelton, Christian (S.M. Thesis, EECS, MIT, May 1998): "Three-Dimensional Correspondence."

1997:

Jones, Michael (Ph.D. Thesis, EECS, MIT, June 1997): "Multidimensional Morphable Models: A Framework for Representing and Matching Object Classes."

Thau, Robert (Ph.D. Thesis, EECS, MIT, June 1997): Reliably Mapping a Robot's Environment Using Fast Vision and Local, but not Global, Metric Data.

1996:

Bricolo, Emanuela (Ph.D. Thesis, BCS, MIT, June 1996): On the Representation of Novel Objects: Human Psychophysics, Monkey Physiology and Computational Models.

Sung, Kah-Kay (Ph.D. Thesis, EECS, MIT, February 1996): Learning and Example Selection for Object and Pattern Detection.

Lines, Stephen (S.M. Thesis, EECS, MIT, June 1996): "The Photo-Realistic Synthesis of Novel Views from Example Images."

Yiu, Elaine (S.M. Thesis, EECS, MIT, June 1996): "Image Classification Using Color Cues and Texture Orientation."

1995:

Beymer, David (Ph.D. Thesis, EECS, MIT, August 1995): Pose-invariant Face Recognition Using Real and Virtual Views.

Niyogi, Partha (Ph.D. Thesis, EECS, MIT, February 1995): The Informational Complexity of Learning from Examples.

Sinha, Pawan (Ph.D. Thesis, EECS, MIT, August 1995): Perceiving and Recognizing Three-Dimensional Forms.

Chan, Nicholas (S.M. Thesis, EECS, MIT, May 1995): "The Complexity and A Priori Knowledge of Learning From Examples."

1994:

Hutchinson, James (Ph.D., EECS, MIT, February 1994): A Radial Basis Function Approach to Financial Time Series Analysis.

Subirana, Brian (Ph.D., EECS, MIT, February 1994): "Mid-level Vision and Recognition of Non-Rigid Objects."

1993:

Passera, Anthony (Ph.D., BCS, MIT, February 1993): A Computational Model of Visuo-motor Development.

1992:

Thomas Breuel (Ph.D., BCS, MIT, June 1992): Geometric Aspects of Visual Object Recognition.

Lyle Borg-Graham (Ph.D., MIT, Harvard-MIT HST, January 1992): On Directional Selectivity in Vertebrate Retina: An Experimental and Computational Study.

Balasubramanian, Vijay (S.M., EECS, MIT, June 1992): "Equivalence and Reduction of Hidden Markov Models."

Jones, Michael (S.M., EECS, MIT, September 1992): "Using Recurrent Networks for Dimensionality Reduction."

1990:

Woodward Yang (Ph.D., EECS, MIT, September 1990): The Architecture and Design of CCD Processors for Computer Vision.

Ed Gamble (Ph.D., EECS, MIT, June 1990): "Integration of Early Visual Cues for Recognition."

Michael Villalba (Ph.D., Aeronautics & Astronautics, MIT, January 1990): "Fast Visual Recognition of Large Object Sets."

1989:

Davi Geiger (Ph.D., Mathematics, MIT, December 1989): "Visual Models with Statistical Field Theory."

Anya Hurlbert (M.D./Ph.D., BCS, MIT, May 1989): "The Computation of Color."

Saxberg, Bror (M.D./Ph.D., EECS, MIT, May 1989): "A Modern Differential Geometric Approach to Shape from Shading."

Sanger, Terry (S.M., BCS, MIT, June 1989): "Optimal Unsupervised Learning in Feedforward Neural Networks."

1988:

Gillett, Walter (S.M., BCS, MIT, June 1988): "Issues in Parallel Stereomatching."

1987:

Voorhees, Harry (S.M., EECS, MIT, June 1987): "Finding Texture Boundaries in Images."

1986:

Bliss, Jonathan (S.M., EECS, MIT, February 1986): "Velocity-tuned Spatio-temporal Interpolation and Approximation in Vision."

1985:

Marroquin, Jose (Ph.D., EECS, MIT, September 1985): Probabilistic Solution of Inverse Problems.

Cornog, Katie (S.M., EECS, MIT, February 1985): "Computer Controlled Eye-head Movement Coordination for a Robot: Fixation and Smooth Pursuit."

1984:

Kass, Michael (S.M., EECS, MIT, June 1984): "Computing Stereo Correspondence."

1983: