Data Mining : Concepts and Techniques (Record no. 44782)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01502 a2200193 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9788131267660 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 005.74 HAN |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Han, Jiawei |
| 245 ## - TITLE STATEMENT | |
| Title | Data Mining : Concepts and Techniques |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 4 |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher, distributor, etc | Elsevier |
| Place of publication, distribution, etc | New Delhi |
| Date of publication, distribution, etc | 2023 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 752 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Data Mining: Concepts and Techniques, Fourth Edition introduces concepts, principles, and methods for mining patterns, knowledge, and models from various kinds of data for diverse applications. Specifically, it delves into the processes for uncovering patterns and knowledge from massive collections of data, known as knowledge discovery from data, or KDD. It focuses on the feasibility, usefulness, effectiveness, and scalability of data mining techniques for large data sets.<br/><br/>After an introduction to the concept of data mining, the authors explain the methods for preprocessing, characterizing, and warehousing data. They then partition the data mining methods into several major tasks, introducing concepts and methods for mining frequent patterns, associations, and correlations for large data sets; data classificcation and model construction; cluster analysis; and outlier detection. Concepts and methods for deep learning are systematically introduced as one chapter. Finally, the book covers the trends, applications, and research frontiers in data mining. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data mining |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Computer science |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Pei, Jian |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Tong, Hanghang |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Book |
| Source of classification or shelving scheme | Dewey Decimal Classification |
No items available.
