{"product_id":"regression-totum-modum","title":"Regression totum modum","description":"\u003cp\u003eThis book characterizes the field of regression analysis beyond its traditional domain of mathematics and statistics. Simply speaking, regression is a technique that relates a dependent variable to one or more independent (explanatory) variables. A regression model can show whether changes observed in the dependent variable are associated with changes in one or more of the explanatory variables. Using this definition, regression methods are extended to machine learning. Consequently, the scope of this book is to present the applications of regression using the totality of methods (totum modum) one can employ in regression analysis:\u003c\/p\u003e\n\n\u003cp\u003eLinear regression\u003cbr\u003e\npolynomial regression\u003cbr\u003e\ngeneral linear models\u003cbr\u003e\nvector generalized linear models\u003cbr\u003e\nbinomial regression\u003cbr\u003e\nlogistic regression\u003cbr\u003e\nmultinomial logistic regression\u003cbr\u003e\nmultinomial probit\u003cbr\u003e\nordered logit\u003cbr\u003e\nmultilevel models\u003cbr\u003e\nfixed effects\u003cbr\u003e\nrandom effects\u003cbr\u003e\nlinear mixed-effects model\u003cbr\u003e\nnonlinear mixed-effects model\u003cbr\u003e\nnonlinear regression\u003cbr\u003e\nsupport vector regression\u003cbr\u003e\nlasso regression\u003cbr\u003e\nridge regression\u003cbr\u003e\nnonparametric\u003cbr\u003e\nsemiparametric\u003cbr\u003e\nrobust\u003cbr\u003e\nquantile\u003cbr\u003e\nisotonic\u003cbr\u003e\nprincipal components\u003c\/p\u003e\n\n\u003cp\u003eUsing examples from the Space domain, including endoatmospheric and exoatmospheric environments, space weather, space launch, satellites, and ground sensors, many of these methods are applied. All examples are solved using the R programming language and all code and datasets are accessible from our GitHub site. Although written as a reference, the book can be adapted as an advanced textbook in regression analysis.\u003c\/p\u003e","brand":"BooksWholesale","offers":[{"title":"Hardcover","offer_id":44310355116193,"sku":"9781329337329","price":106.54,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0462\/1120\/3233\/files\/4kzged-front-shortedge-384.jpg?v=1715142476","url":"https:\/\/bookswholesale.myshopify.com\/products\/regression-totum-modum","provider":"BooksWholesale","version":"1.0","type":"link"}