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Prof. Stefanie Jegelka
Associate Professor of Electrical Engineering and Computer Science
Primary DLC
Department of Electrical Engineering and Computer Science
MIT Room:
32-G472
(617) 324-6748
stefje@mit.edu
https://idss.mit.edu/staff/stefanie-jegelka/
Areas of Interest and Expertise
Machine Learning
Discrete Optimization
Convex Optimization
Computer Vision
Research Summary
Jegelka's research revolves around designing models and efficient algorithms for machine learning problems, in particular with discrete and combinatorial structure. This involves machine learning, optimization, discrete mathematics, algorithms...more specifically, She has worked on submodular functions in machine learning, graph problems, graphical models, kernel methods and clustering, distributed machine learning, and applications e.g. in computer vision and biology.
Recent Work
Projects
June 1, 2016
Department of Electrical Engineering and Computer Science
Submodularity and Submodular Edge Weights in Graphs
Principal Investigator
Stefanie Jegelka
June 1, 2016
Department of Electrical Engineering and Computer Science
Concurrency Control for Machine Learning
Principal Investigator
Stefanie Jegelka
June 1, 2016
Department of Electrical Engineering and Computer Science
Weakly Supervised Object Detection
Principal Investigator
Stefanie Jegelka
June 1, 2016
Department of Electrical Engineering and Computer Science
Clustering and Graph Partitioning
Principal Investigator
Stefanie Jegelka
June 1, 2016
Department of Electrical Engineering and Computer Science
Kernel Independent Component Analysis
Principal Investigator
Stefanie Jegelka
January 28, 2016
Department of Electrical Engineering and Computer Science
Combinatorial Learning with Set Functions
Principal Investigator
Stefanie Jegelka
Related Faculty
Lili Yu
Graduate Student
Mohammad Mahdi Ghassemi
Research Affiliate
Wengong Jin
Graduate Student