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CRC Press Data Mining: Technologies, Techniques, and Tools

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Description

Gain a comprehensive understanding of the data mining landscape with this expert guide from CRC Press. This book adopts a data-centric perspective to provide a complete overview of how data mining is used, the methods involved, and the current technologies shaping the field. It covers everything from commercial products to the future challenges facing industry professionals. The content is structured into three detailed parts for organized learning. Part I explores the essential technologies behind data mining, including database systems, warehousing, machine learning, and visualization. It also covers decision support, statistics, parallel processing, and architectural support. Part II moves into practical application, focusing on tools and techniques such as preparing data, performing mining tasks, pruning results, and evaluating outcomes. This resource is designed to help readers master specific approaches and examine technical processes in depth, making it a valuable asset for anyone studying econometrics or data science.

Key Features

Comprehensive overview of data mining uses, current technologies, and commercial products to help you understand the modern landscape.

Detailed technical coverage of database systems, warehousing, and machine learning to build a strong foundational knowledge.

Practical guidance on data preparation, carrying out mining tasks, and pruning results for effective data management.

In-depth analysis of evaluation methods and specific approaches to ensure accurate and reliable mining outcomes.

Exploration of advanced topics like parallel processing, visualization, and decision support for complex data environments.

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
20 December 2019
Listed Since
05 February 2007

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