{"product_id":"9781032209470-applied-regularization-methods-for-the","title":"Applied Regularization Methods for the Social Sciences","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003e\u003cp\u003eResearchers in the social sciences are faced with complex data sets in which they have relatively small samples and many variables (high dimensional data). Unlike the various technical guides currently on the market, this book\u003cb\u003e\u003ci\u003e \u003c\/i\u003e\u003c\/b\u003eprovides and overview of a variety of models alongside clear examples of hands-on application. \u003c\/p\u003e\n\u003cbr\u003e\u003cp\u003eResearchers in the social sciences are faced with complex data sets in which they have relatively small samples and many variables (high dimensional data). Unlike the various technical guides currently on the market, \u003cb\u003e\u003ci\u003eApplied Regularization Methods for the Social Sciences \u003c\/i\u003e\u003c\/b\u003eprovides and overview of a variety of models alongside clear examples of hands-on application. Each chapter in this book covers a specific application of regularization techniques with a user-friendly technical description, followed by examples that provide a thorough demonstration of the methods in action.\u003c\/p\u003e\n\u003cp\u003eKey Features:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDescription of regularization methods in a user friendly and easy to read manner\u003c\/li\u003e\n\u003cli\u003eInclusion of regularization-based approaches for a variety of statistical analyses commonly used in the social sciences, including both univariate and multivariate models\u003c\/li\u003e\n\u003cli\u003eFully developed extended examples using multiple software packages, including R, SAS, and SPSS\u003c\/li\u003e\n\u003cli\u003eWebsite containing all datasets and software scripts used in the examples\u003c\/li\u003e\n\u003cli\u003eInclusion of both frequentist and Bayesian regularization approaches\u003c\/li\u003e\n\u003cli\u003eApplication exercises for each chapter that instructors could use in class, and independent researchers could use to practice what they have learned from the book\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41687790911585,"sku":"9781032209470","price":58.48,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/orig_27040654.jpg?v=1760341606","url":"https:\/\/www.rarewaves.com\/products\/9781032209470-applied-regularization-methods-for-the","provider":"Rarewaves.com","version":"1.0","type":"link"}