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portada Data Mining: Concepts and Techniques (The Morgan Kaufmann Series in Data Management Systems)
Type
Physical Book
Author
Publisher
Year
2022
Language
English
Pages
752
Format
Paperback
Dimensions
23.1x19.6x3 cm
Weight
1.16 kg.
ISBN13
9780128117606
Edition No.
0004
Categories

Data Mining: Concepts and Techniques (The Morgan Kaufmann Series in Data Management Systems)

Jian Pei (Author) · Jiawei Han (Author) · Hanghang Tong (Author) · Morgan Kaufmann Publishers · Paperback

Data Mining: Concepts and Techniques (The Morgan Kaufmann Series in Data Management Systems) - Han, Jiawei ; Pei, Jian ; Tong, Hanghang

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Synopsis "Data Mining: Concepts and Techniques (The Morgan Kaufmann Series in Data Management Systems) "

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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