Machine Learning_ An Algorithmic Perspective (2nd ed.) [Marsland 2014-10-08].pdf

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Chapman & Hall/CRC
Machine Learning & Pattern Recognition Series
M AC H I N E
LEARNING
An Algorithmic Perspective
Second
Edition
Stephen Marsland
M AC H I N E
LEARNING
An Algorithmic Perspective
Second
Edition
Chapman & Hall/CRC
Machine Learning & Pattern Recognition Series
SERIES EDITORS
Ralf Herbrich
Amazon Development Center
Berlin, Germany
AIMS AND SCOPE
This series reflects the latest advances and applications in machine learning and pattern recog-
nition through the publication of a broad range of reference works, textbooks, and handbooks.
The inclusion of concrete examples, applications, and methods is highly encouraged. The scope
of the series includes, but is not limited to, titles in the areas of machine learning, pattern rec-
ognition, computational intelligence, robotics, computational/statistical learning theory, natural
language processing, computer vision, game AI, game theory, neural networks, computational
neuroscience, and other relevant topics, such as machine learning applied to bioinformatics or
cognitive science, which might be proposed by potential contributors.
PUBLISHED TITLES
BAYESIAN PROGRAMMING
Pierre Bessière, Emmanuel Mazer, Juan-Manuel Ahuactzin, and Kamel Mekhnacha
UTILITY-BASED LEARNING FROM DATA
Craig Friedman and Sven Sandow
HANDBOOK OF NATURAL LANGUAGE PROCESSING, SECOND EDITION
Nitin Indurkhya and Fred J. Damerau
COST-SENSITIVE MACHINE LEARNING
Balaji Krishnapuram, Shipeng Yu, and Bharat Rao
COMPUTATIONAL TRUST MODELS AND MACHINE LEARNING
Xin Liu, Anwitaman Datta, and Ee-Peng Lim
MULTILINEAR SUBSPACE LEARNING: DIMENSIONALITY REDUCTION OF
MULTIDIMENSIONAL DATA
Haiping Lu, Konstantinos N. Plataniotis, and Anastasios N. Venetsanopoulos
MACHINE LEARNING: An Algorithmic Perspective, Second Edition
Stephen Marsland
A FIRST COURSE IN MACHINE LEARNING
Simon Rogers and Mark Girolami
MULTI-LABEL DIMENSIONALITY REDUCTION
Liang Sun, Shuiwang Ji, and Jieping Ye
ENSEMBLE METHODS: FOUNDATIONS AND ALGORITHMS
Zhi-Hua Zhou
Thore Graepel
Microsoft Research Ltd.
Cambridge, UK
Chapman & Hall/CRC
Machine Learning & Pattern Recognition Series
M AC H I N E
LEARNING
An Algorithmic Perspective
Second
Edition
Stephen Marsland
CRC Press
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