Data Mining : Concepts and Techniques Paperback / softback
by Jiawei (Professor, Department of Computer ScienceUniversity of Illinois, Urbana Champaign, USA) Han, Jian (Simon Fraser University, Burnaby, Canada) Pei, Hanghang (Associate Professor, Department of Computer Science, University of Illinois at Urban Tong
Part of the The Morgan Kaufmann Series in Data Management Systems series
Paperback / softback
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.
Information
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Only a few left - usually despatched within 24 hours
- Format:Paperback / softback
- Pages:752 pages
- Publisher:Elsevier Science & Technology
- Publication Date:26/10/2022
- Category:
- ISBN:9780128117606
Information
-
Only a few left - usually despatched within 24 hours
- Format:Paperback / softback
- Pages:752 pages
- Publisher:Elsevier Science & Technology
- Publication Date:26/10/2022
- Category:
- ISBN:9780128117606
