Prof. Deb K Roy

Professor of Media Arts and Sciences
Chair, Academic Program in Media Arts and Sciences (MAS)
Director, Center for Future Banking
Head, Cognitive Machines Group

Assistant

Heather Pierce
hac@media.mit.edu

Areas of Interest and Expertise

Language Acquisition
Artificial Intelligence
Cognitive Modeling
Human-Machine Interaction
Machine Learning
Speech Recognition, Synthesis, and Spoken Language Understanding
Computer Vision
Multimedia Indexing and Retrieval
Cognitive Machines

Research Summary

When used by people, words are symbolic reflections of rich mental networks that encode knowledge of the physical and social world. Beneath words and sentences lie complex cognitive structures shaped by evolutionary and lifetime learning, linked in various ways to the goals and environment of language users. The meaning of words in everyday language depends on two very different kinds of relations. On one hand, language refers to (is about) the world -- spatial, temporal, and social factors situate communication. On the other hand, people use language to pursue their interests -- speech acts are purposeful. A grand challenge for the cognitive sciences is to develop a computational framework that simultaneously models referential and functional meaning. In practical terms, progress towards meeting this challenge will have significant impact on a broad spectrum of applications in human-machine communication and machine-mediated human-human communication.

Professor Roy's research group is driven by this challenge. We are developing natural language processing systems that ground language in physical and social context. We have implemented conversational robots, natural language understanding in video games, sensor-grounded computational models of language acquisition, and context-aware speech interfaces for home and work environments. A common denominator in all of the domains we tackle is that the meaning of words cannot be fully determined without paying attention to non-linguistic context.

Recent Work

  • Video

    2021-Vienna-Deb-Roy

    March 24, 2021Conference Video Duration: 24:22
    Deb K Roy
    Professor of Media Arts and Sciences at MIT
    Director of the MIT Center for Constructive Communication 
    Executive Director at MIT Media Lab