Estimation of dependences based on empirical data / Vladimir Vapnik ; translated by Samuel Kotz.
نوع المادة : نصالسلاسل:Information science and statisticsالناشر:New York : Springer, [2006]تاريخ حقوق النشر: copyright 2006الطبعات:2nd edوصف:xviii, 505 pages : illustrations ; 24 cmنوع المحتوى:- text
- unmediated
- volume
- 0387308652 (hbk)
- 9780387308654 (hbk)
- QA276.8 V3613 2006
نوع المادة | المكتبة الحالية | رقم الطلب | رقم النسخة | حالة | تاريخ الإستحقاق | الباركود | |
---|---|---|---|---|---|---|---|
كتاب | UAE Federation Library | مكتبة اتحاد الإمارات General Collection | المجموعات العامة | QA276.8 V3613 2006 (إستعراض الرف(يفتح أدناه)) | C.1 | Library Use Only | داخل المكتبة فقط | 30010011078465 | ||
كتاب | UAE Federation Library | مكتبة اتحاد الإمارات General Collection | المجموعات العامة | QA276.8 V3613 2006 (إستعراض الرف(يفتح أدناه)) | C.2 | المتاح | 30010011078468 |
Translation of: Vosstanovlenie zavisimosteĭ po ėmpiricheskim dannym.
Includes bibliographical references and index.
1. The problem of estimating dependences from empirical data -- App. Methods for solving ill-posed problems -- 2. Methods of expected-risk minimization -- 3. Methods of parametric statistics for the pattern recognition problem -- 4. Methods of parametric statistics for the problem of regression estimation -- 5. Estimation of regression parameters -- 6. A method of minimizing empirical risk for the problem of pattern recognition -- App. Theory of uniform convergence of frequencies to probabilities : sufficient conditions -- 7. A method of minimizing empirical risk for the problem of regression estimation -- App. Theory of uniform convergence of means to their mathematical expectations : necessary and sufficient conditions -- 8. The method of structural minimization of risk -- 9. Solution of ill-posed problems : interpretation of measurements using the method of structural risk minimization -- App. Statistical theory of regularization -- 10. Estimation of functional values at given points -- App. Taxonomy problems -- Addendum I. Algorithms for pattern recognition -- Addendum II. Algorithms for estimating nonindicator functions.