{"product_id":"cmars-a-new-contribution-to-nonparametric-regression-with-mars-von-fatma-yerlikaya-ozkurt","title":"CMARS: A New Contribution to Nonparametric Regression with MARS","description":"\u003cp\u003eThis book is originated from my MSc thesis  supervised  by Prof. Dr. Gerhard-Wilhelm Weber at Institute of  Applied Mathematics (IAM), and Assoc. Prof. Dr. ¿nci  Batmaz at Department of Statistics, Middle East  Technical University (METU), Turkey. Multivariate  adaptive regression splines (MARS) denotes a modern  methodology from statistical learning which is very  important in both classification and regression,  with  an increasing number of applications in many areas  of  science, economy and technology. CMARS which is  developed at IAM, METU, as an alternative approach  to  the well-known data mining tool MARS. CMARS is based  on a penalized residual sum of squares for MARS as a  Tikhonov regularization problem. It treats this  problem by a continuous optimization technique  called  Conic Quadratic Programming. The boundaries of this  optimization problem are determined by the  multiobjective optimization approach which provides  us many alternative solutions. Based on these  theoretical and algorithmical studies, this work  also  contains applications on the data for the quality  control. By these applications, MARS and our new  method CMARS are compared.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783844308495\"\u003e\u003ch3\u003eAn Application of CMARS to Data Mining for Quality Control in Manufacturing\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783844308495","offer_id":39470098448477,"sku":"9783844308495","price":79.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/702be719-9c8a-4c2a-98b5-dbb248bb00e4.jpg?v=1758779578","url":"https:\/\/shop.autorenwelt.de\/products\/cmars-a-new-contribution-to-nonparametric-regression-with-mars-von-fatma-yerlikaya-ozkurt","provider":"Autorenwelt Shop","version":"1.0","type":"link"}