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