December 2011
Intermediate to advanced
243 pages
8h 52m
English
book
Statistical Learning and Data Science
by Mireille Gettler Summa, Leon Bottou, Bernard Goldfarb, Fionn Murtagh, Catherine Pardoux, Myriam Touati
Content preview from Statistical Learning and Data Science
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Contents
Preface vii
Contributo rs xiii
I Statistical and Machine Learning 1
1 Mining on Social Networks 3
Benjamin Chapus, Françoise Fogelman Soulié, Erik Marcadé, and Julien Sauvage
2 Large-Scale Machine Learning with Stochastic Gradient Descent 17
Léon Bottou
3 Fast Optimization Algorithms for Solving SVM+ 27
Dmitry Pechyony and Vladimir Vapnik
4 Conformal Predictors in Semisupervised Case 43
Dmitry Adamskiy, Ilia Nouretdinov, and Alexander Gam m erman
5 Some Properties of Infinite VC-Dimension Systems 53
Alexey Chervonenkis
II Data Science, Foundations, and Applications 61
6 Choriogenesis: the Dynamical Genesis of Space and Its Dimensions,
Controlled by ...
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