{"product_id":"data-mining-algorithms-in-c-timothy-masters-9781484233146","title":"Data Mining Algorithms in C++: Data Patterns and Algorithms for Modern Applications","description":"Discover hidden relationships among the variables in your data, and learn how to exploit these relationships. This book presents a collection of data-mining algorithms that are effective in a wide variety of prediction and classification applications. All algorithms include an intuitive explanation of operation, essential equations, references to more rigorous theory, and commented C++ source code.\u003cbr\u003eMany of these techniques are recent developments, still not in widespread use. Others are standard algorithms given a fresh look. In every case, the focus is on practical applicability, with all code written in such a way that it can easily be included into any program. The Windows-based DATAMINE program lets you experiment with the techniques before incorporating them into your own work.\u003cbr\u003e\u003cb\u003eWhat You'll Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eUse Monte-Carlo permutation tests to provide statistically sound assessments of relationships present in your data\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eDiscover how combinatorially symmetric cross validation reveals whether your model has true power or has just learned noise by overfitting the data\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eWork with feature weighting as regularized energy-based learning to rank variables according to their predictive power when there is too little data for traditional methods\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eSee how the eigenstructure of a dataset enables clustering of variables into groups that exist only within meaningful subspaces of the data\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003ePlot regions of the variable space where there is disagreement between marginal and actual densities, or where contribution to mutual information is high\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eAnyone interested in discovering and exploiting relationships among variables. Although all code examples are written in C++, the algorithms are described in sufficient detail that they can easily be programmed in any language.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Timothy Masters\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 148423314X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781484233146\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/19\/2017\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 286\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.17lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.64d","brand":"Timothy Masters","offers":[{"title":"Paperback","offer_id":44058555416831,"sku":"9781484233146","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_5d7c7149-651c-4dcd-badb-0d918a8a0949.jpg?v=1685053237","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-mining-algorithms-in-c-timothy-masters-9781484233146","provider":"WR Book House","version":"1.0","type":"link"}