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Big Data, Data Mining and Machine Learning
This book provides a comprehensive view on the recent trend toward high performance computing architectures especially as it relates to analytics and data mining. Topics that are covered include: big data (and its characteristics), high performance computing for analytics, massively parallel process...
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| Format: | Printed Book |
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Wiley
2014
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Table of Contents:
- Part One: The Computing Environment • Hardware • Distributed Systems • Analytical Tools Part Two: Turning Data into Business Value • Predictive Modeling • Common Predictive Modeling Techniques • Segmentation • Incremental Response Modeling • Time Series Data Mining • Recommendation Systems • Text Analytics Part Three: Success Stories of Putting It All Together • Case Study of a Large U.S. Based Financial Services Company • Case Study of a Major Health Care Provider • Case Study of a Technology Manufacturer • Case Study of Online Brand Management • Case Study of Mobile Application Recommendations • Case Study of a High Tech Product Manufacturer • Looking to the Future