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Data Mining

By Jiawei Han

Data Mining Computer Science

Data Mining

0 - Default Title
Description
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.
Product details
Binding:
Paperback
Edition:
4
Number of Pages:
752
Release Date:
2022-10-26
Publication Date:
2022-10-26
Publisher:
Elsevier Science & Technology
Languages:
Original: English
ISBN10:
0128117605
ISBN13:
9780128117606
GPSR Manufacturer Reference:
[email protected]
Weight:
1194 g
Height:
190 cm
Width:
230 cm
Thickness:
29 cm
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