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Computational Intelligence in Intelligent Data Analysis by Christian Moewes, Andreas Nurnberger - Paperback
979.45 AED

Computational Intelligence in Intelligent Data Analysis by Christian Moewes, Andreas Nurnberger - Paperback

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979.45 AED 

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Category Type
Information Technology
ISBN
9783642430855
Author
Christian Moewes, Andreas Nurnberger
Publisher
Springer
Description:

In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malicious behavior, aid scientific discovery, and even save lives.

This book focuses on rare category analysis, where the majority classes have smooth ...

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PRODUCT INFORMATION

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    Specifications

    Category Type
    Information Technology
    ISBN
    9783642430855
    Languages
    English
    Item EAN
    2724437249952
    People
    Author
    Christian Moewes, Andreas Nurnberger
    Category Type
    Information Technology
    ISBN
    9783642430855
    Languages
    English
    Item EAN
    2724437249952
    People
    Author
    Christian Moewes, Andreas Nurnberger
    People
    Publisher
    Springer
    Technical Information
    Binding
    Paperback
    Languages and countries
    Book Language
    English
    Read more
  •  

    Description:

    In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malicious behavior, aid scientific discovery, and even save

    In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malicious behavior, aid scientific discovery, and even save lives.

    This book focuses on rare category analysis, where the majority classes have smooth distributions, and the minority classes exhibit the compactness property. Furthermore, it focuses on the challenging cases where the support regions of the majority and minority classes overlap. The author has developed effective algorithms with theoretical guarantees and good empirical results for the related techniques, and these are explained in detail. The book is suitable for researchers in the area of artificial intelligence, in particular machine learning and data mining.

    Product Features:
    • Category: Information Technology
    • Binding: Paperback
    • Language of Text: English
    • Author(s): Jingrui He
    • Publisher: Springer
    • ISBN: 9783642430756
    • Number of Pages: 136
    • Dimensions: 9 x 6.1 x 0.5 inches
 

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