Graduate
Thesis Supervision
Medearis, Nicholas, A Transformer-based
Foundation Model for Human Microbiome Analysis, M.Eng., MIT, May 2025.
Hoopes, Andrew, VoxelPrompt: A Vision-Language Agent for Grounded
Medical Image Analysis, M.Sc., MIT,
February 2025.
Balaji, Purvaja, Deep Learning-Based Classification of Phonotraumatic
Vocal Hyperfunction Severity from Stroboscopic Images, M.Eng, MIT, February 2025.
Shanmugan, Divya, Advancing Equity and Reliability
in Machine Learning, PhD, MIT, May 2024.
Butoi, Victor, Learning to Segment Unseen Tasks In-Context,
M.Sc., MIT, February 2024.
Cai,
Fiona, Uncertainty-inclusive Contrastive Learning for Leveraging Synthetic
Images, M.Eng, MIT, August 2023..
Ortiz,
Jose Javier Gonzalez, Learning Reconfigurable Vision Models, PhD, MIT,
August 2023.
Lewis,
Katherine, Developing Domain-specific Generative Models, PhD, MIT,
August 2023.
Raghu,
Aniruddh, Data-efficient Machine Learning with Applications to Cardiology, July
2023.
Suresh,
Harini, Context and Participation in Machine learning, PhD, MIT, January 2023.
Lu, Helen,
Data Augmentation and Conformal Prediction, M.Eng,
May 2023.
Wong,
Halle, Evaluating Learned and Rule-based Policies for Hospital Bed
Assignment, M.Sc., MIT, May 2022.
Rakic,
Marianne, Learning Deformable Templates for Brain MRI, M.Sc., MIT, May
2022.
Makar,
Maggie, Machine Learning and Causality, Building Reliable and Efficient
Models for Decision Making, PhD, MIT, May 2021.
Yang,
Alexander, Predicting Individual Components of the SOFA Score Using
Multi-task Learning, M.Eng, May 2021.
Blalock, Davis, Building
Efficient Algorithms by Learning to Compress, PhD, MIT, August 2020.
Chambers, Adelaide, Longitudinal
VoxelMorph: Spatiotemporal Modeling of Medical Images,
M.Eng, MIT, May 2020.
Goyal, Udgam, Leveraging
Machine Learning to Predict Play Calling Tendencies in the NFL, M.Eng.,
MIT, December 2019.
Rakic, Marianne, Anatomical
Predictions Using Subject-specific Medical Data, MS, ETH Zurich, November,
2019.
Zhao, Amy, Learning
Distributions of Transformations from Small Datasets of Applied Image
Synthesis, PhD, MIT, October 2019.
Guo, Courtney, Multi-modal
Image Registration with Unsupervised Deep Learning, M.Eng., MIT, May 2019.
Gonzalez, Jose Javier,
Learning from Few Subjects with Large Amounts of Voice Monitoring Data, M.Sc.,
MIT May 2019.
Mu, Emily, Learning the Magnitude
and Duration of Influence of Infections, M.Eng., MIT, May 2019.
Anand, Advaith, NeuralPALS—Learning Exposure Functions and
Infection Probabilities for Contagion Spread, M.Eng., MIT, May 2019.
Lewis, Kathleen, Fast
Learning-based Registration of Sparse 3D Clinical Images, M.Sc., MIT May
2019.
Gong, Jen, Improving
Clinical Decisions Using Correspondences Within and Across Electronic Health
Records, PhD.,
MIT, May 2018.
Balakrishnan, Guha, Analyzing and Synthesizing
Deformations In Image Datasets, PhD., MIT, May
2018.
Brooks, Joel, Using Machine Learning to Derive
Insights from Sports Location Data, PhD., MIT, May
2018.
Nistala, Akil,
Using Deep Learning to Understand Patterns of Player Movement in Basketball,
M.Eng., MIT, May 2018.
Shanmugam, Divya, Exploration of Metric Learning and Risk Stratification, M.Eng., MIT, May 2018.
Mohamedali, Yasyf, Matching Startup Founders to investors: a Tool and a Study, M.Eng., MIT, May 2018.
Gong, Maryann, Generalizable Neural Network Representations of Patient State in the Intensive Care Unit, M.Eng., MIT, January 2018.
Makar, Maggie, Learning the Probability of Activation in the Presence of Latent Spreaders, M.Sc., MIT, May 2017.
Liu, Yun, Applying Domain
Knowledge to Clinical Predictive Models, PhD., MIT, May 2016.
Blalock, Davis, Feature Flocks” Accurate Pattern
Discovery in Multivariate Signals, M.Sc., MIT, May 2016.
Zhao, Amy, Applying
Video Magnification Techniques to the Visualization of Blood Flow, M.Sc.,
MIT, May 2015.
Kerr, Mathew, Applying
Machine Learning to Event Data in Soccer, M.Eng., MIT, May 2015.
Yuan, Danny, Application
of Machine Learning to Consumer Credit Risk Analysis, M.Eng., MIT, May
2015.
Singh, Anima, Leveraging
Hierarchical and Temporal Information in Electronic Health Records in Building
Predictive Models from EHR Data, Ph.D., MIT, March 2015.
Kates, Mitchell, Player
Motion Analysis: Automatically Classifying NBA Plays, M.Eng., MIT,
September 2014.
Ganeshpapillai, Gartheeban,
Learning
Connections in Financial Time Series, Ph.D., MIT, August 2014.
Wiens, Jenna, Learning to Prevent
Healthcare-Associated Infections: Leveraging Data Across Time and Space to
Improve Local Predictions, Ph.D. MIT, May 2014.
Gong, Jen, Improving Clinical
Risk-stratification Tools: Instance-transfer for Selecting Relevant Training
Data, M.S., MIT, May 2014.
Wang, Michelle, Predictive
Ability of Cerebrospinal Fluid Biomarkers in Diagnosing and Evaluating Parksinson’s Disease, Meng, MIT, May 2014.
Brooks, Joel, Discrimination of
Alcoholics from Non-Alcoholics Using Supervised Learning on Resting EEG,
M.S., MIT, October 2013.
Balakrishnan, Guha, Analyzing Pulse From Head
Motions in Video, M.S., MIT, September 2013.
Kharbouch, Alaa, Automatic Detection of Epileptic Seizure Onset and Termination using
Intracranial EEG, Ph.D., MIT, March 2012.
Ganeshpapillai, Gartheeban,
Methods to Improve the Signal Quality of Corrupted Multi-Parameter
Physiological Signals, M.S., MIT, April 2011.
Singh, Anima, Risk
Stratification of Cardiovascular Patients Using a Novel Classification Tree
Induction Algorithm with Non-Symmetric Entropy Measures, M.S., MIT,
February 2011.
Qureshi, Asfandyar, Power-demand Routing in Massive Geo-distributed Systems, Ph.D.,
MIT, September 2010.
Wiens, Jenna,
Machine Learning for Patient-Adaptive Ectopic Beat Classification, MS., MIT, April 2010.
Shih, Eugene, Reducing
the Computational Demands of Medical Monitoring Classifiers by Examining Less
Data, Ph.D., MIT, January 2010.
Shoeb, Ali, Application of Machine Learning
To Epileptic Seizure Onset Detection and Treatment, Ph.D., MIT, October 2009.
Syed, Zeeshan, Computational
Models for Physiological Data, Ph.D., MIT, August 2009.
Fan, Irene, A Collaborative Video-Conferencing System for
Improving Care During Neonatal Transport, MEng, MIT, May 2009.
Sung, Phil, Risk
Stratification By Analysis of Electrocardiographic Morphology Following Acute
Coronary Syndromes, MEng, MIT, January 2009.
Carlisle, Jennifer, Tavarua: A Mobile Telemedicine System Using WWAN Striping, MS, MIT, May
2007.
Leeds, Daniel,
Assisted Auscultation: Creation and Visualization of High Dimensional Feature
Spaces for the Detection of Mitral Regurgitation , M.Eng., MIT, May 2006.
Tan, Godfrey,
Improving Aggregate User Utilities and Providing Fairness in Multi-rate
Wireless LANs , Ph.D., MIT, October 2005.
Qureshi, Asfandyar, Flexible Application Driven Network Striping Over Wireless Wide Area
Networks, M.Eng., MIT, February 2005.
Faulkner, Edward,
Interactions Between TCP and Link Layer Protocols on Mobile Satellite Links,
M.Eng., MIT, September 2004.
Garg, Deepali,
A Tool for Hemodynamic Data Analysis, M.Eng., MIT, May 2004.
Yi, Gina, A
Software Toolkit for Acoustic Respiratory Analysis, M.Eng., MIT, May 2004.
Shoeb, Ali, Patient-Specific Seizure Onset Detection, M.Eng., MIT, September
2003.
Gift, Jason A., Carotid
Collar: A Device for Auscultory Detection of Carotid
Artery Stenosis, M.Eng., MIT, August 2003.
Syed, Zeeshan H., MIT
Automated Auscultation System, M.Eng., MIT, May 2003.
Tan, Godfrey, Self-organizing Bluetooth
Scatternets, SM Thesis, MIT, Jan 2002.
Welborn, Matthew, Flexible Signal Processing
Algorithms for Wireless Communications, Ph.D., MIT, May 2000.
Rao, Sunil, An Architecture for Adaptable
Wireless Networks, M.Eng., MIT, May 2000.
Evans, David, Policy-Directed Code Safety,
Ph.D., MIT, February 2000.
Vaconcellos, Bret, Parallel Signal
Processing for Everyone, M.Eng., MIT, December 1999.
Twyman, Andrew, Flexibile
Code Safety for Win32, M.Eng., MIT, May 1999.
Chiu, Andrew, Adaptive Channels for Wireless Networks, M.Eng., MIT, May 1999.
Wu, Chia, A
Software 8-VSB Receiver for ATSC Digital Television, M.Eng., MIT, May 1999.
Bose, Vanu, Virtual
Radios, Ph.D., M.I.T, February 1999.
Wetherall, David, An Extensible Network Architecture, Ph.D., M.I.T., December 1998.
Johnson, Ed, A
Protocol for Network Level Caching, M.Eng., May 1998.
Santos, Jonathan, Reducing the Network Load of Replicated Data, M.Eng., MIT May 1998.
Houh, Henry, Building Networks for Tomorrow’s Traffic,
Ph.D., MIT, January 1998.
Murphy, David, Building
an Active Node on the Internet, M.Eng., MIT, May 1997.
Stasior, Willliam, An Interactive Approach to the
Identification and Extraction of Visual Events, Ph.D., MIT, June 1997.
Stata, Raymond, Modularity
in the Presence of Subclassing, Ph.D., M.I.T., May 1996.
Leeb, Angelika, A
Flexible Object Architecture for Component Software, S.M., May 1996.
Risacher, Sheryl, Building an Intelligent Tutoring System for the T-37B Flight Manual,
M.Eng., May 1996.
Sarma, Sahana, Using
Knowledge-Based Program Transformation to Develop Radio Software, M.Eng.,
M.I.T., May 1996.
Grossman, Brian, An
Algebraic Tutoring System, M.Eng., M.I.T., February 1996.
Gupta, Neeraj, Analyzing
Compute-Intensive Software Performance, M.S., M.I.T, May 1995.
Crandall, William, Metrics for Measuring the Value of Computer Integrated Manufacturing
(CIM) Systems, M.S., M.I.T., May 1994.
Evans, David, Using
Specifications to Check Source Code, M.S., M.I.T., May 1994.
Seto, Roy, Static
Conformance Checking for Matrices, M.S., M.I.T., May 1994.
Tan, Yang Meng, Using
Specifications to Develop Interfaces, Ph.D., M.I.T., May 1994.
Chew, Chee, Creator,
An Interactive Application Builder, M.S., M.I.T., May 1993.
Reinhold, Mark, Cache
Performance of Garbage-Collected Programming Languages, Ph.D., M.I.T,
September 1993.
Vandevoorde, Mark, Exploiting Specifications to Improve Performance, Ph.D., M.I.T.,
September 1993.
Jackson, Daniel, Aspect:
A Formal Specification Language for Detecting Bugs, Ph.D., M.I.T., June
1992.
Duran, Randall, Reengineering
Using a Data Abstraction-Based Specification Language, September 1991.
Shang, William, A
Hierarchical Equational Language with Semantic Checking, (September 1989)
Jackson, Daniel, Composing
Data and Process Descriptions in the Design of Software Systems, May 1988.
Yelick, Katherine, Using Abstraction in Explicitly Parallel
Programs, Ph.D., MIT, December 1990.
Zachary, Joseph, A
Framework for Incorporating Abstraction Mechanisms into the Logic Programming
Paradigm, Ph.D., M.I.T., July 1987.
Vandevoorde, Mark, Parallel Compilation on a Tightly-Coupled Multiprocessor, May 1987.
Hinman, David, On
the Design of Larch Interface Languages, January 1987.
Yelick, Katherine Anne, A Generalized Approach to Equational
Unification, August 1985.
Forgaard, Randy, A Program for Generating and Analyzing Term
Rewriting Systems, September 1984.
Kownacki, Ronald, Semantic Checking of Formal Specifications, June 1984.
Wing, Jeannette, A
Two-Tiered Approach to Specifying Programs, Ph.D., M.I.T., May 1983.
Schaaf, Richard, The
Design of an Integrated and Incremental Environment for Software Development,
May 1983.
Zachary, Joseph, A
Syntax Directed Tool for Constructing Specifications, March 1983.
Srivas, Mandayam, Synthesizing Implementations for Abstract Data Types From Their
Algebraic Specifications, Ph.D., M.I.T., January 1982.
Atreya, Sriram, Formal
Specification of a Specification Library, May 1982.
Wells, Alan, Type
Inference in Strongly Typed Languages, June 1981.
Nyberg, Karl, A
Methodology for Using Algebraic Specifications, June 1981.