Statistical and machine-learning data mining
Bruce Ratner • 2011 • CRC Press
- Author
- Bruce Ratner
- First published
- 2011
- Publisher
- CRC Press
- Genres
- Business
- ISBN
- 9781351632546
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Where it came from
Statistical and Machine-Learning Data Mining, authored by Bruce Ratner and published by CRC Press, emerged as a response to the growing demand for accessible yet rigorous technical literature during the early 2010s data science boom. The text was designed to bridge the gap between complex theoretical statistics and the practical applications of machine learning, serving as a comprehensive manual for professionals and students navigating the transition from traditional analytics to modern computational methods.
The book is notable for its focus on the 'G.A.S.'—the General Architecture for Statistics—a methodological framework developed by Ratner to guide practitioners through the lifecycle of data mining projects. By emphasizing the integration of data preparation, modeling, and validation, the work was received as a structured resource for those seeking a holistic view of the field rather than isolated algorithmic instruction.
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