Book

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

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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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Availability

Detail Information

Series Title

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Call Number

6.312

Publisher

Islamabad : Al Hafiz Traders., 2022

Collation

752

Language

English

ISBN/ISSN

978-0128117606

Classification

6.312

Content Type

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Media Type

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Carrier Type

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Edition

4th

Subject(s)

Computer Science Data Science
1. Computer Science 2. Software Engineering 3. Dat
Data Science Information Technology

Specific Detail Info

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Statement of Responsibility

Jiawei Han , Micheline Kamber , Jian Pei

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