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Solving Data Mining Problems Through Pattern Recognition (Data Warehousing Institute Series from Prentice Hall Ptr) - Hardcover

 
9780130950833: Solving Data Mining Problems Through Pattern Recognition (Data Warehousing Institute Series from Prentice Hall Ptr)

Synopsis

Presents both theory and techniques behind the concepts and practice of pattern recognition. CD-ROM contains a fully functional trial version of Pattern Recognition Workbench -- a powerful, easy-to-use system with the latest machine learning, neural network, and statistical algorithms. It provides a complete working environment to solve your pattern recognition problems.

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From the Back Cover


9508C-2

Apply pattern recognition to find the hidden gems in your data!

Data mining technology is helping businesses everywhere to work smarter by revealing unknown patterns within existing archives. Applying the latest advances in pattern recognition software can give you a key competitive edge across all data mining applications. The tutorials and software package included in Solving Data Mining Problems through Pattern Recognition take advantage of machine learning techniques and neural networks to help you get the most out of your data. Besides explaining the most current theories, Solving Data Mining Problems through Pattern Recognition takes a practical approach to overall project development concerns.

The rigorous, multi-step method includes:

  • Defining the pattern recognition problem
  • Collection, preparation, and preprocessing of data
  • Choosing the appropriate algorithm and tuning algorithm parameters Training, testing, and troubleshooting.

Pattern classification, estimation, and modeling are addressed using the following algorithms:

  • Linear and logistic regression
  • Unimodal Gaussian and Gaussian mixture
  • Multilayered perceptron/backpropagation and radial basis function neural networks
  • K nearest neighbors and nearest cluster
  • K means clustering.

While some aspects of pattern recognition involve advanced mathematical principles, most successful projects rely on a strong element of human experience and intuition. Solving Data Mining Problems through Pattern Recognition provides a strong theoretical grounding for beginners, yet it also contains detailed models and insights into real-world problem-solving that will inspire more experienced users, be they database designers, modelers, or project leaders.

This book includes a free, 90-day trial copy of Pattern Recognition Workbench, a powerful, easy-to-use system that combines machine learning, neural networks, and statistical algorithms to help you apply pattern recognition to your data right now. The enclosed CD-ROM runs under Windows(r) 95 and Windows NT(tm).

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Kennedy, R.L. et al
Published by Prentice Hall, 1998
ISBN 10: 0130950831 ISBN 13: 9780130950833
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Condition: Poor. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In poor condition, suitable as a reading copy. No dust jacket. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,1100grams, ISBN:9780130950833. Seller Inventory # 9380062

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Lee, Yuchun; Roy, Benjamin Van; Reed, Christopher D.; Lippmann, Richard P.; Kennedy, Ruby L.
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ISBN 10: 0130950831 ISBN 13: 9780130950833
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Lee, Yuchun; Roy, Benjamin Van; Reed, Christopher D.; Lippmann, Richard P.; Kennedy, Ruby L.
Published by Prentice-Hall, 1997
ISBN 10: 0130950831 ISBN 13: 9780130950833
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Lee, Yuchun; Roy, Benjamin Van; Reed, Christopher D.; Lippmann, Richard P.; Kennedy, Ruby L.
Published by Prentice-Hall, 1997
ISBN 10: 0130950831 ISBN 13: 9780130950833
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Lee, Yuchun, Roy, Benjamin Van, Reed, Christopher D., Lippma
Published by Prentice Hall, 1997
ISBN 10: 0130950831 ISBN 13: 9780130950833
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