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 Classification and Regularization in Learning Theory. Concepts, Algorithms, and Analysis
Наименование:

Classification and Regularization in Learning Theory. Concepts, Algorithms, and Analysis

автор Qiang W. издательство Книга по Требованию Математический анализ. Кратные и криволинейные интегралы. Задачи, решения
Cтраниц 160        мягкая обложка       
Аннотация:Error analysis frameworks by error decomposition techniques are fully developed for two classes of regularization schemes which cover the support vector machines, regularized boosting, and support vector kernel networks by linear programming and indefinite kernels. This monograph provides further investigation of these algorithms within regularization frameworks and from an approximation theory point of view. Over the last decade, statistical learning theory has achieved rapid progress due to the introduction and research of classification algorithms including support vector machines and boosting. The error analysis frameworks have been shown to be wide applicable in most recent research works and should be able to shed light on future researches on related topics in machine learning and artificial intelligence. The results presented in this monograph are by far the best. Along with their successful applications in practice, theoretical performance of these algorithms becomes well understood in terms of margin bounds, Bayes risk consistency, and asymptotic rate analysis.
Автор: Qiang W.
Издательство: Книга по Требованию
Год:2009
Цена:
2402 руб
Нет в наличии
Поиск: Classification and Regularization in Learning Theory. Concepts, Algorithms, and Analysis
НОВЫЙ ГОД СИМВОЛ 2013 ГОДАУКРАШЕНИЯ
КАРНАВАЛ НА НОВЫЙ ГОД РАСПРОДАЖА
Ортомолекулярная медицина Orthomol Устрание причин заболеваний. Ортомоль это новый метод для лечения и профилактики болезней. Orthomol - ортомолекулярная медицина.
Quality of life and management of living resources

Socio-eco omic research is prese i he hema ic Programmes as a i egral par of he ech ological research ac ivi ies. rai i g oppor u i ies for researchers are assured hrough he Marie Curie sys em of fellowships ha ca be impleme ed by hema ic Programmes as well as by o her specific rai i g ac ivi ies i he Huma Po e ial Programme. he fellowships sys em is described schema ically i Box 2. By i egra io be wee hema ic Programmes. Compleme ary a d sy ergis ic i erac io s will be e sured i impleme i g he Programmes.I.3. Impleme a io I.3.1. Work ProgrammeA Work Programme has bee draw up for each Specific Programme, describi g he specific ac ivi ies a d he various research areas. he Work Programme will be revised regularly wi h he assis a ce of Advisory Groups of i depe de exper s o e sure i s co i ued releva ce i he ligh of evolvi g eeds a d developme s. Po e ial proposers should herefore e sure hey are co sul i g he curre versio of he work programme whe pla i g a proposal. he Work Programme appeari g a he Specific Programme Web si e is always he curre versio . he Work Programme i cludes a i dica ive ime able or “roadmap”, which i dica es which par s of he Work Programme will be ope ed, by calls for proposals, a d deadli e(s) i volved. his provides a mea s of focusi g a e io o areas or sub-areas, hereby op imisi g oppor u i ies for lau chi g collabora ive projec s a d es ablishi g hema ic e works. he Commissio will ma age he Specific Programmes o e sure ha li ks i hema ic co e be wee he programmes are exploi ed i a sy ergis ic way. his may occasio ally require joi or sy chro ised calls for proposals.
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