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The Mathematics Of Generalization -

The Mathematics Of Generalization

David. H Wolpert (Herausgeber)

Buch | Softcover
460 Seiten
1995
Westview Press Inc (Verlag)
978-0-201-40983-3 (ISBN)
CHF 102,95 inkl. MwSt
This book provides different mathematical frameworks for addressing supervised learning. It is based on a workshop held under the auspices of the Center for Nonlinear Studies at Los Alamos and the Santa Fe Institute in the summer of 1992.

Bob Latford served as chief statistician for CBS NASCAR coverage from 1979-2000. He developed the Championship points system currently used at all Winston Cup events. He lived in Concord, North Carolina.

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

Erscheint lt. Verlag 21.1.1995
Sprache englisch
Maße 152 x 229 mm
Gewicht 453 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Analysis
Naturwissenschaften Physik / Astronomie Angewandte Physik
ISBN-10 0-201-40983-6 / 0201409836
ISBN-13 978-0-201-40983-3 / 9780201409833
Zustand Neuware
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