This textbook provides a tutorial-based introduction to data mining with a focus on model building and testing, as well as on interpreting and validating results. The book follows the format of the first edition, but with updates and additions throughout.
This textbook provides a tutorial-based introduction to data mining with a focus on model building and testing, as well as on interpreting and validating results. The book follows the format of the first edition, but with updates and additions throughout.Hinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.
Produktdetails
Produktdetails
Chapman & Hall/CRC Data Mining and Knowledge Discovery Series
Richard J. Roiger is a professor emeritus at Minnesota State University, Mankato where he taught and performed research in the Computer & Information Science Department for 27 years. Dr. Roiger's Ph.D. degree is in Computer & Information Sciences from the University of Minnesota. Dr. Roiger continues to serve as a part-time faculty member teaching courses in data mining, artificial intelligence and research methods. Richard enjoys interacting with his grandchildren, traveling, writing and pursuing his musical talents.
Inhaltsangabe
Data Mining: A First View. Data Mining: A Closer Look. Basic Data Mining Techniques. Weka - A Tool for Knowledge Discovery. Pre Processing & Visualization Techniques. Knowledge Discovery in Databases. Formal Evaluation Techniques. The Data Warehouse. Neural Networks. Building Neural Networks with BpKNet. Statistical Methods. Specialized Techniques. A Case Study in Knowledge Discovery. Rule-Based Systems. Managing Uncertainty in Rule-Based Systems. Intelligent Agents
Data Mining: A First View. Data Mining: A Closer Look. Basic Data Mining Techniques. Weka - A Tool for Knowledge Discovery. Pre Processing & Visualization Techniques. Knowledge Discovery in Databases. Formal Evaluation Techniques. The Data Warehouse. Neural Networks. Building Neural Networks with BpKNet. Statistical Methods. Specialized Techniques. A Case Study in Knowledge Discovery. Rule-Based Systems. Managing Uncertainty in Rule-Based Systems. Intelligent Agents
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