000 -LEADER |
fixed length control field |
nam a22 7a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
190613b xxu||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9783030002701 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
519.535 |
Item number |
MIR |
100 ## - MAIN ENTRY--PERSONAL NAME |
Personal name |
Mirkin, Boris |
245 ## - TITLE STATEMENT |
Title |
Core data analysis : summarization, correlation, and visualization |
250 ## - EDITION STATEMENT |
Edition statement |
2nd ed. |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
Name of publisher, distributor, etc |
Springer, |
Date of publication, distribution, etc |
2019 |
Place of publication, distribution, etc |
Cham : |
300 ## - PHYSICAL DESCRIPTION |
Extent |
xv, 524 p. : |
Other physical details |
ill. ; |
Dimensions |
24 cm. |
365 ## - TRADE PRICE |
Price amount |
59.99 |
Price type code |
EUR |
Unit of pricing |
00 |
490 ## - SERIES STATEMENT |
Series statement |
Undergraduate topics in computer science |
504 ## - BIBLIOGRAPHY, ETC. NOTE |
Bibliography, etc |
Includes bibliographical references and index. |
520 ## - SUMMARY, ETC. |
Summary, etc |
This text examines the goals of data analysis with respect to enhancing knowledge, and identifies data summarization and correlation analysis as the core issues. Data summarization, both quantitative and categorical, is treated within the encoder-decoder paradigm bringing forward a number of mathematically supported insights into the methods and relations between them. Two Chapters describe methods for categorical summarization: partitioning, divisive clustering and separate cluster finding and another explain the methods for quantitative summarization, Principal Component Analysis and PageRank. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Data mining |
|
Topical term or geographic name as entry element |
Mathematical statistics |
|
Topical term or geographic name as entry element |
Data processing |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Source of classification or shelving scheme |
|
Item type |
Books |