000			02480nam a22002537a 4500
005			20260327151831.0
008			260327b |||||||| |||| 00| 0 eng d
020			_a9788131267660
040			_cAL
041			_aeng
082			_a005.74 _bHAND
100			_aJiawei Han and others _9259663
245			_aData mining _b: concepts and techniques Ed 4
260			_aAmsterdam _bElsevier _c2023
300			_axxix,752p _bPB _c24x18cm
365			_2Information Science and Engineering _aVBI-2645 _b₹731.25 _c₹ _d₹975 _e25% _f20-02-2026
520			_aData 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. 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
650			_aData Processing _9259650
650			_aData Warehousing _9259651
650			_aPattern Mining _9259652
700			_aPei, Jian _9259653
700			_aTong, Hanghang _9259654
942			_2ddc _cBK
999			_c241078 _d241078