{"product_id":"statistical-and-machine-learning-data-mining-bruce-ratner-9781498797603","title":"Statistical and Machine-Learning Data Mining:: Techniques for Better Predictive Modeling and Analysis of Big Data, Third Edition","description":"\u003cp\u003eInterest in predictive analytics of big data has grown exponentially in the four years since the publication of \u003cstrong\u003eStatistical and Machine-Learning Data Mining: Techniques for Better Predictive Modeling and Analysis of Big Data, Second Edition. In the third edition of this bestseller, \u003c\/strong\u003ethe author has completely revised, reorganized, and repositioned the original chapters and produced 13 new chapters of creative and useful machine-learning data mining techniques. In sum, the 43 chapters of simple yet insightful quantitative techniques make this book unique in the field of data mining literature. \u003c\/p\u003e\u003cp\u003eWhat is new in the Third Edition: \u003c\/p\u003e\u003cul\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eThe current chapters have been completely rewritten. \u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eThe core content has been extended with strategies and methods for problems drawn from the top predictive analytics conference and statistical modeling workshops.\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eAdds thirteen new chapters including coverage of data science and its rise, market share estimation, share of wallet modeling without survey data, latent market segmentation, statistical regression modeling that deals with incomplete data, decile analysis assessment in terms of the predictive power of the data, and a user-friendly version of text mining, not requiring an advanced background in natural language processing (NLP).\u003c\/li\u003e \u003cp\u003e \u003c\/p\u003e \u003cli\u003eIncludes SAS subroutines which can be easily converted to other languages.\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eAs in the previous edition, this book offers detailed background, discussion, and illustration of specific methods for solving the most commonly experienced problems in predictive modeling and analysis of big data. The author addresses each methodology and assigns its application to a specific type of problem. To better ground readers, the book provides an in-depth discussion of the basic methodologies of predictive modeling and analysis. While this type of overview has been attempted before, this approach offers a truly nitty-gritty, step-by-step method that both tyros and experts in the field can enjoy playing with.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Bruce Ratner\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1498797601\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781498797603\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/01\/2017\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 690\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.86lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.10h x 7.10w x 1.70d\u003c\/p\u003e","brand":"Bruce Ratner","offers":[{"title":"Hardcover","offer_id":43936469713151,"sku":"9781498797603","price":140.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_f722a2f8-26d7-4a1a-bdbf-c4a077d2dc52.jpg?v=1681425739","url":"https:\/\/www.whiterainbookhouse.com\/products\/statistical-and-machine-learning-data-mining-bruce-ratner-9781498797603","provider":"WR Book House","version":"1.0","type":"link"}