DATA MINING: A TUTORIAL-BASED PRIMER (Record no. 603441)

MARC details
000 -LEADER
fixed length control field 01651nam a22001697a 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 180820b xxu||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 978-1-4987-6397-4
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.312/ROI
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name ROIGER RICHARD
245 ## - TITLE STATEMENT
Title DATA MINING: A TUTORIAL-BASED PRIMER
250 ## - EDITION STATEMENT
Edition statement 2nd ed
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc UK
Name of publisher, distributor, etc CRC PRESS
Date of publication, distribution, etc 2017
300 ## - PHYSICAL DESCRIPTION
Extent xxxviii, 487
520 ## - SUMMARY, ETC.
Summary, etc This book provides a comprehensive introduction to data mining with a focus on model building and testing, as well as on interpreting and validating results. The text guides students to understand how data mining can be employed to solve real problems and recognize whether a data mining solution is a feasible alternative for a specific problem. Fundamental data mining strategies, techniques, and evaluation methods are presented and implemented with the help of two well-known software tools. <br/>Several new topics have been added to the second edition including an introduction to Big Data and data analytics, ROC curves, Pareto lift charts, methods for handling large-sized, streaming and imbalanced data, support vector machines, and extended coverage of textual data mining. The second edition contains tutorials for attribute selection, dealing with imbalanced data, outlier analysis, time series analysis, mining textual data, and more.<br/>The text provides in-depth coverage of RapidMiner Studio and Weka’s Explorer interface. Both software tools are used for stepping students through the tutorials depicting the knowledge discovery process. This allows the reader maximum flexibility for their hands-on data mining experience.<br/>
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element DATA MINING
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Shelving location Date acquired Source of acquisition Cost, normal purchase price Full call number Barcode Date last seen Koha item type Public note
    Dewey Decimal Classification     Symbiosis Institute of Computer Studies and Research Symbiosis Institute of Computer Studies and Research Data Mining 20/08/2018 RADIANT BOOK SERVICE 4719.00 006.312/ROI SICSR-B-19524 26/03/2025 Books DATA MINING