Scholar
Dan Roth
Google Scholar ID: E-bpPWgAAAAJ
Professor of Computer Science, University of Pennsylvania
Citations & Impact
Citations
25,787
H-index
78
i10-index
332
Publications
20
Co-authors
68
list available
Contact
Publications
Resume
Background
- Research focuses on the computational foundations of intelligent behavior, with learning at the core of intelligence.
- Centers on machine learning and inference methods to facilitate natural language understanding.
- Recent focus on constrained conditional models using integer linear programming for joint learning and global inference.
- Explores fundamental issues such as learning with indirect supervision, response-driven learning, decomposed learning, and amortized inference.
- Emphasizes 'incidental supervision' as a strategy to circumvent annotation challenges in complex tasks.
- Also works on natural language acquisition, ESL, and information trustworthiness.
