D
Scholar

Dan Roth

Google Scholar ID: E-bpPWgAAAAJ
Professor of Computer Science, University of Pennsylvania
Homepage↗Google Scholar↗
加载失败
Citations & Impact
All-time
Citations
0
 
H-index
0
 
i10-index
0
 
Publications
0
 
Co-authors
0
 
Contact
CVOpen ↗GitHubOpen ↗
Publications
0 items
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
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.
Co-authors
0 total
Co-authors: 0 (list not available)