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The Mathematics of Generalization the Proceedings of the Sfi/Cnls Workshop on Formal Approaches to Supervised Learning

by David H. Wolpert

  • ISBN: 9780201409833
  • ISBN10: 0201409836

The Mathematics of Generalization the Proceedings of the Sfi/Cnls Workshop on Formal Approaches to Supervised Learning

by David H. Wolpert

  • Binding: Paperback
  • Publisher: Lightning Source Inc
  • Publish date: 11/01/1994
  • ISBN: 9780201409833
  • ISBN10: 0201409836
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Description: About the Santa Fe Institute -- Santa Fe Institute Studies in the Sciences of Complexity -- Preface -- The Status of Supervised Learning Science Circa 1994: The Search for a Consensus -- Reflections After Refereeing Papers for NIPS -- The Probably Approximately Correct (PAC) and Other Learning Models -- Decision Theoretic Generalizations of the PAC Model for Neural Net and Other Learning Applications -- The Relationship Between PAC, the Statistical Physics Framework, the Bayesian Framework, and the VC Framework -- Statistical Physics Models of Supervised Learning -- On Exhaustive Learning -- A Study of Maximal-Coverage Learning Algorithms -- On Bayesian Model Selection -- Soft Classification, a.k.a. Risk Estimation, via Penalized Log Likelihood and Smoothing Spline Analysis of Variance -- Current Research -- Preface to "Simplifying Neural Networks by Soft Weight Sharing" -- Simplifying Neural Networks by Soft Weight Sharing -- Error-Correcting Output Codes: A General Method for Improving Multiclass Inductive Learning Programs -- Image Segmentation and Recognition
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Trade paperback (US). Glued binding. 460 p. Contains: Illustrations. Santa Fe Institute Studies in the Sciences of Complexity, Proceedings, 20. Audience: General/trade.
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Trade paperback (US). Glued binding. 460 p. Contains: Illustrations. Santa Fe Institute Studies in the Sciences of Complexity, Proceedings, 20. Audience: General/trade.
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