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Intelligent Data Analysis: An Introduction

by Michael R. Berthold
Save 35% Save 35%
Current price ₹8,732.00
Original price ₹13,433.00
Original price ₹13,433.00
Original price ₹13,433.00
(-35%)
₹8,732.00
Current price ₹8,732.00

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Book cover type: Paperback
  • ISBN13: 9783642077074
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 515
  • Original Price: EUR 119.99
  • Language: English
  • Edition: N/A
  • Item Weight: 788 grams
  • BISAC Subject(s): Artificial Intelligence / Computer Vision & Pattern Recognition, Computer Science, and Data Science / Data Analytics

From the Back Cover

This monograph is a detailed introductory presentation of the key classes of intelligent data analysis (IDA) methods. The 12 coherently written chapters by leading experts provide complete coverage of the core issues.

The previous edition was completely revised and a new chapter on kernel methods and support vector machines and a chapter on visualization techniques were added. The revised chapters from the original edition cover classical statistics issues, ranging from the basic concepts of probability through general notions of inference to advanced multivariate and time-series methods, and provide a detailed discussion of the increasingly important Bayesian approaches. The remaining chapters then concentrate on the area of machine learning and artificial intelligence and provide introductions to the topics of rule induction methods, neural networks, fuzzy logic, and stochastic search methods. The book concludes with a higher-level overview of the IDA processes, illustrating the breadth of application of the presented ideas.

The second edition features an extensive index, which makes this volume also useful as a quick reference on the key techniques in intelligent data analysis.

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