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Intelligent Data Analysis: An Introduction

Berthold, M ; Hand, David Hand, David J. ; Berthold, Michael

Berlin, Heidelberg: Springer Berlin / Heidelberg 2007

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Título:
Intelligent Data Analysis: An Introduction
Autor: Berthold, M ; Hand, David
Hand, David J. ; Berthold, Michael
Assuntos: Artificial Intelligence ; Computer Science ; Computers ; Data analysis ; Data mining ; Data Mining and Knowledge Discovery ; Data processing ; Information storage and retrieva ; Information Storage and Retrieval ; Mathematical analysis ; Mathematical methods ; Mathematical statistics ; Optical pattern recognition ; Pattern Recognition ; Probability and Statistics in Computer Science ; Statistical Theory and Methods ; Statistics
Notas: SourceType-Books-1
ObjectType-Book-1
content type line 7
Descrição: This monograph is a detailed introductory presentation of the key classes of intelligent data analysis methods. The twelve coherently written chapters by leading experts provide complete coverage of the core issues. The first half of the book is devoted to the discussion of classical statistical issues, ranging from the basic concepts of probability, through general notions of inference, to advanced multivariate and time series methods, as well as a detailed discussion of the increasingly important Bayesian approaches and Support Vector Machines. The following chapters then concentrate on the area of machine learning and artificial intelligence and provide introductions into the topics of rule induction methods, neural networks, fuzzy logic, and stochastic search methods. The book concludes with a chapter on Visualization and a higher-level overview of the IDA processes, which illustrates the breadth of application of the presented ideas.
Editor: Berlin, Heidelberg: Springer Berlin / Heidelberg
Data de criação/publicação: 2007
Formato: 515
Idioma: Inglês

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Intelligent Data Analysis: An Introduction

Berthold, M ; Hand, David Hand, David J. ; Berthold, Michael

Berlin, Heidelberg: Springer Berlin / Heidelberg 2007

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