D
Scholar

Dan Roth

Google Scholar ID: E-bpPWgAAAAJ
Professor of Computer Science, University of Pennsylvania
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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.
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