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Titlebook: Advanced Methods for Knowledge Discovery from Complex Data; Sanghamitra Bandyopadhyay,Ujjwal Maulik,Diane J. C Book 2005 Springer-Verlag L

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期刊全称Advanced Methods for Knowledge Discovery from Complex Data
影响因子2023Sanghamitra Bandyopadhyay,Ujjwal Maulik,Diane J. C
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发行地址Covers a variety of advanced data mining techniques.Does not limit discussion to one specific domain area.First book to focus on advances on the synergy between application domains and algorithm types
学科分类Advanced Information and Knowledge Processing
图书封面Titlebook: Advanced Methods for Knowledge Discovery from Complex Data;  Sanghamitra Bandyopadhyay,Ujjwal Maulik,Diane J. C Book 2005 Springer-Verlag L
影响因子The growth in the amount of data collected and generated has exploded in recent times with the widespread automation of various day-to-day activities, advances in high-level scienti?c and engineering research and the development of e?cient data collection tools. This has given rise to the need for automa- callyanalyzingthedatainordertoextractknowledgefromit,therebymaking the data potentially more useful. Knowledge discovery and data mining (KDD) is the process of identifying valid, novel, potentially useful and ultimately understandable patterns from massive data repositories. It is a multi-disciplinary topic, drawing from s- eral ?elds including expert systems, machine learning, intelligent databases, knowledge acquisition, case-based reasoning, pattern recognition and stat- tics. Many data mining systems have typically evolved around well-organized database systems (e.g., relational databases) containing relevant information. But, more and more, one ?nds relevant information hidden in unstructured text and in other complex forms. Mining in the domains of the world-wide web, bioinformatics, geoscienti?c data, and spatial and temporal applications comprise some illustrative example
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