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.
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.
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1. Introduction
2. Data, measurements, and data processing
3. Data warehousing and online analytical processing
4. Pattern mining: basic concepts and methods
5. Pattern mining: advanced methods
6. Classification: basic concepts and methods
7. Classification: advanced methods
8. Cluster analysis: basic concepts and methods
9. Cluster analysis: advanced methods
10. Deep learning
11. Outlier Detection
12. Data mining trends and research frontiers
Appendix: Mathematical background
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A comprehensive and practical look at the concepts and techniques needed in the area of data mining, knowledge discovery and predictive analysis
Presents a comprehensive new chapter on deep learning, including improving training of deep learning models, convolutional neural networks, recurrent neural networks, and graph neural networks
Addresses advanced topics in one dedicated chapter: data mining trends and research frontiers, including mining rich data types (text, spatiotemporal data, and graph/networks), data mining applications (such as sentiment analysis, truth discovery, and information propagattion), data mining methodologie and systems, and data mining and society
Provides a comprehensive, practical look at the concepts and techniques needed to get the most out of your data
Visit the author-hosted companion site, https://hanj.cs.illinois.edu/bk4/ for downloadable lecture slides and errata
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Produktdetaljer
ISBN
9780128117606
Publisert
2022-10-26
Utgave
4. utgave
Utgiver
Vendor
Morgan Kaufmann Publishers In
Vekt
1160 gr
Høyde
235 mm
Bredde
191 mm
Aldersnivå
U, 05
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
752