COLT Course, Master in Computing, Fall 2010

Wednesday, December 15, 2010

Paper list for presentations -- send us your choice by Monday Dec. 20th!

Here is our suggestion of papers for presentation. Chose your own if you prefer, we will look at it and accept it if it is up to standards.

  1. Orthogonal Decision Trees
  2. On Learning Thresholds of Parities and Unions of Rectangles in Random Walk Models
  3. Exact Learning Composed Classes with a Small Number of Mistakes
  4. Exact Learning Boolean Functions via the Monotone Theory
  5. Randomly Fallible Teachers: Learning Monotone DNF with an Incomplete Membership Oracle
  6. Large Margin Classification Using the Perceptron Algorithm
  7. Analysis of Perceptron-Based Active Learning
  8. Efficient distribution-free learning of probabilistic concepts
  9. Vox Populi: Collecting High-Quality Labels from a Crowd
  10. Active Learning on Trees and Graphs
  11. Ranking with kernels in Fourier space
  12. Regret Minimization With Concept Drift
  13. Agnostic Online Learning
  14. Smart PAC-Learners
  15. Robust Reductions from Ranking to Classification
  16. Simple learning algorithms using divide and conquer
  17. Teaching Dimension and the Complexity of Active Learning
  18. The true sample complexity of active learning
  19. Evolvability from learning algorithms
  20. Inferring Social Networks from Outbreaks
Posted by COLT course, Master in Computing UPC at 2:13 AM
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      • 2010-12-21 Multi-Armed Bandits
      • 2010-12-17 On Clustering
      • Paper list for presentations -- send us your choic...
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