Intelligent Systems Reference Library

Three Approaches to Data Analysis

Test Theory, Rough Sets and Logical Analysis of Data

Authors: Chikalov, I., Lozin, V., Lozina, I., Moshkov, M., Nguyen, H.S., Skowron, A., Zielosko, B.

  • Present three famous approaches to data analysis:
  • Test Theory (founded by Sergei V. Yablonskii), Rough Sets, (founded by Zdzisław I. Pawlak) and the Logical Analysis of Data (founded by Peter L. Hammer)
  • Stimulates research on the relationships between the three data analysis approaches as well as the development of new methods based on a combination of the existing methods
  • Written by leading experts in the field
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About this book

In this book, the following three approaches to data analysis are presented:

 - Test Theory, founded by Sergei V. Yablonskii (1924-1998); the first publications appeared in 1955 and 1958,

-           Rough Sets, founded by Zdzisław I. Pawlak (1926-2006); the first publications appeared in 1981 and 1982,

-           Logical Analysis of Data, founded by Peter L. Hammer (1936-2006); the first publications appeared in 1986 and 1988.

These three approaches have much in common, but researchers active in one of these areas often have a limited knowledge about the results and methods developed in the other two. On the other hand, each of the approaches shows some originality and we believe that the exchange of knowledge can stimulate further development of each of them. This can lead to new theoretical results and real-life applications and, in particular, new results based on combination of these three data analysis approaches can be expected.

-           Logical Analysis of Data, founded by Peter L. Hammer (1936-2006); the first publications appeared in 1986 and 1988.

These three approaches have much in common, but researchers active in one of these areas often have a limited knowledge about the results and methods developed in the other two. On the other hand, each of the approaches shows some originality and we believe that the exchange of knowledge can stimulate further development of each of them. This can lead to new theoretical results and real-life applications and, in particular, new results based on combination of these three data analysis approaches can be expected.

These three approaches have much in common, but researchers active in one of these areas often have a limited knowledge about the results and methods developed in the other two. On the other hand, each of the approaches shows some originality and we believe that the exchange of knowledge can stimulate further development of each of them. This can lead to new theoretical results and real-life applications and, in particular, new results based on combination of these three data analysis approaches can be expected.

Reviews

From the reviews:

“The aim of this book is to present three approaches to data analysis: test theory (TT), rough sets (RS) and logical analysis of data (LAD). … The book can be used successfully by researchers interested in data analysis.” (Ion Iancu, Zentralblatt MATH, Vol. 1254, 2013)


Table of contents (3 chapters)

  • Test Theory: Tools and Applications

    Chikalov, Igor (et al.)

    Pages 3-60

  • Rough Sets

    Chikalov, Igor (et al.)

    Pages 69-135

  • Logical Analysis of Data: Theory, Methodology and Applications

    Chikalov, Igor (et al.)

    Pages 147-192

Buy this book

eBook $119.00
price for USA (gross)
  • ISBN 978-3-642-28667-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $159.00
price for USA
  • ISBN 978-3-642-28666-7
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $159.00
price for USA
  • ISBN 978-3-642-44598-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Rent the ebook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
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Bibliographic Information

Bibliographic Information
Book Title
Three Approaches to Data Analysis
Book Subtitle
Test Theory, Rough Sets and Logical Analysis of Data
Authors
Series Title
Intelligent Systems Reference Library
Series Volume
41
Copyright
2013
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-28667-4
DOI
10.1007/978-3-642-28667-4
Hardcover ISBN
978-3-642-28666-7
Softcover ISBN
978-3-642-44598-9
Series ISSN
1868-4394
Edition Number
1
Number of Pages
XVIII, 202
Topics