Thursday, February 15, 2007

Challenges in Statistical Machine Learning

John Lafferty and Larry Wasserman have recently published an article talking about the Challenges in Statistical Machine Learning. The following problems are considered current challenges that cut across both statistics and machine learning communities.

  • Sparse Learning in High Dimensions

  • Semi-Supervised Learning

  • Relation between Computation and Risk

  • Structured Prediction

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