Workshop Date & Location

Workshop Schedule

  • 8:30 Welcome
  • 8:40 Budgeted Learning - An Overview, Russ Greiner
  • 9:10 Active Learning for Relational Domains, Ankit Kuwadekar and Jennifer Neville
  • 9:30 Algorithms for Information Gathering on a Budget, Andreas Krause
  • 10:10 Anytime Algorithms for Learning Resource-bounded Classifiers, Saher Esmeir and Shaul Markovitch

  • 10:30 COFFEE BREAK

  • 10:50 Constraints Driven Structured Learning with Indirect Supervision, Dan Roth
  • 11:30 Some Impossibility Results on Budgeted Learning, Nicolo Cesa-Bianchi, Shai Shalev-Shwartz and Ohad Shamir
  • 11:50 Poster Spotlights

  • 12:00 LUNCH BREAK

  • 13:50 Poster session
  • 14:10 What Can We Learn From Learning Curves?, Rich Caruana
  • 14:50 Active Inference and Learning for Classifying Streams Josh Attenberg and Foster Provost
  • 15:10 Online Cost-Sensitive Learning for Efficient Interactive Classification, Rayid Ghani and Mohit Kumar

  • 15:30 COFFEE BREAK

  • 15:50 Boosting on a Feature Budget, Lev Reyzin
  • 16:10 Guided Feature Labeling for Budget-Sensitive Learning Under Extreme Class Imbalance, Josh Attenberg, Foster Provost and Prem Melville
  • 16:30 Collaborative Information Acquisition, Danxia Kong and Maytal Saar-Tsechansky
  • 16:50 Panel Discussion
  • 17:30 Conclude