by Dorian Pyle, Morgan Kaufmann, , PDF, pages, 5 MB. From: Date: A download of this excellent book is was available on the web. Data Preparation. Data Preparation for Data Mining by Dorian Pyle, , available at Book Depository with free delivery worldwide. Oxford and Oxford English are trade marks of Oxford University Press. ISBN 0 19 7 (with answers). ISBN 0 19
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Published San Francisco, Calif. Morgan Kaufmann Publishers, c Morgan Kaufmann ; London: Language English View all editions Prev Next edition 2 of 3. Physical Description xix, p. Summary “‘Data Preparation for Data Mining’ addresses an issue unfortunately ignored by most authorities on data mining: Thanks largely to its perceived difficulty, data preparation has traditionally taken a backseat to the more alluring question of how best to extract meaningful knowledge.
But without adequate preparation of your data, the return on the resources invested in mining is certain to be disappointing. Dorian Pyle corrects this imbalance. A twenty-five-year veteran of what has become the data mining industry, Pyle shares his own successful data preparation methodology, offering both a conceptual overview for managers and complete technical details for IT professionals. Apply his techniques and watch your mining efforts pay off-in the form of improved performance, reduced distortion, and more valuable results.
Data exploration as a process 2. The nature of the world and its impact on data preparation 3. Data preparation as a process 4. Sampling, variability and confidence 6. Handling nonnumerical variables 7.
Book: Data Preparation for Data Mining – download
Normalizing and redistributing variables 8. Replacing missing and empty values 9. Preparing the data set The data survey Using prepared data Appendices. Notes Includes bibliographical references p. Technical Details System requirements for accompanying computer disc: Windows 95 or later.
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