Statistical And Machine-learning Data Mining, T... [DIRECT]
: Reviewers from Technometrics note the book is well-written with numerous worked examples based on real-life datasets.
Bruce Ratner's is a comprehensive guide that bridges traditional statistics and modern machine learning for predictive analytics. This edition is significantly expanded, growing from 31 to 44 chapters and totaling approximately 690 pages . Key Features of the Third Edition Statistical and Machine-Learning Data Mining, T...
The book focuses heavily on techniques that start where traditional statistical data mining stops, such as the patented . Notable topics include: : Reviewers from Technometrics note the book is
: It features a user-friendly version of text mining that does not require an advanced background in natural language processing (NLP). Critical Perspectives and Expert Reviews Key Features of the Third Edition The book
: New content covers emerging and niche topics, including the rise of data science, market share estimation , and share of wallet modeling without survey data.
Professional reviewers and academics emphasize the book's blend of theory and "common sense".