Research
PI-led research initiatives at LIDS cut across disciplinary boundaries and involve collaboration with colleagues across MIT.
Research Initiatives
Many of these initiatives take the form of distinct labs and groups whose work focuses on a specific set of complex problems within a research field.
Most of the research initiatives in LIDS cut across disciplinary boundaries and involve collaboration with colleagues across MIT. Many of these initiatives take the form of distinct labs and groups whose work focuses on a specific set of complex problems within a research field.LIDS research initiatives also extend beyond MIT to encompass collaborations with colleagues at other top academic institutions around the world, as well as industrial organizations and national laboratories including: Draper Laboratory, Lincoln Laboratory, NASA Jet Propulsion Laboratory (JPL), MIT-IBM Watson AI Lab, IBM, SES, Accenture, and others.
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OUR RESEARCH
Focus areas


Machine learning
LIDS focuses on scalable algorithms in inference and machine learning, extracting insights from complex data for estimation, optimization, and control.
LIDS is a center of gravity at MIT for machine learning research. LIDS research has made pioneering contributions to machine leaning theory, algorithms and applications, including key advances in relevant disciplines, such as statistics, optimization and game theory.
Machine Learning FoundationsAutonomy & Agency
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The ability to reason and make critical decisions will enable computers to take on tasks with unprecedented complexity. LIDS research has made pioneering contributions that enable autonomous systems and agents to successfully perform important tasks in the physical world.
Autonomy & Agency



Computing & Soceity
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As computing continues to infuse into the physical and social fabric of our lives, its societal implications take on a critical importance. LIDS research has provided key insights into some of the most pressing issues, for example, in healthcare and human resources.
Computing & SocietyComputing & Sustainability
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As the footprint of computing continues to grow, so does its impact on our energy infrastructre, our supply chains and our planet. LIDS research has helped identify pressing issues and found solutions to support the growing footprint of computing.
Computing & Sustainability

OUR RESEARCH
Impact areas


Energy & Infrastructure
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Energy & InfrastructureHealthcare
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Healthcare



Human Resources
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Human Resources Robotics & Autonomous Vehicles
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Robotics & AVs



Sustainability & Environment
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Sustainability & EnvironmentTransportation
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Transportation

OUR RESEARCH
Research Initiatives


Modeling, Computing, and Control (EIMC2)
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Modeling, Computing, Control Autonomous Vehicles
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Autonomous Vehicles



Communications & Networks
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Communications & NetworksBehavioral Science
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Behavioral Science



Earth Observation
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Earth ObservationOUR RESEARCH
Research Fields


Reinforcement learning
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Reinforcement LearningLearning and control
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Learning and Control



Statistical inference
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Statistical Inferencegame theory
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Game Theory



Theory of Computation
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Theory of Computation Communication & Networks
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Communication & Networks

Information Theory
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Information Theory
