Liu, Xiaoyong; Fang, Huajing; Chen, Xiaoyu Identification of optimal interval regression model with structural risk minimization. (Chinese. English summary) Zbl 07266523 Control Theory Appl. 37, No. 3, 560-573 (2020). MSC: 93B30 93C41 93C10 PDF BibTeX XML Cite \textit{X. Liu} et al., Control Theory Appl. 37, No. 3, 560--573 (2020; Zbl 07266523) Full Text: DOI
Tang, Long; Tian, Yingjie; Yang, Chunyan Nonparallel support vector regression model and its SMO-type solver. (English) Zbl 1440.62311 Neural Netw. 105, 431-446 (2018). MSC: 62L12 62J02 62H12 62M45 68T05 PDF BibTeX XML Cite \textit{L. Tang} et al., Neural Netw. 105, 431--446 (2018; Zbl 1440.62311) Full Text: DOI
Šedivý, Ondřej; Westhoff, Daniel; Kopeček, Jaromír; Krill, Carl E. III; Schmidt, Volker Data-driven selection of tessellation models describing polycrystalline microstructures. (English) Zbl 1405.82034 J. Stat. Phys. 172, No. 5, 1223-1246 (2018). MSC: 82D25 62F07 05B45 60D05 62B10 PDF BibTeX XML Cite \textit{O. Šedivý} et al., J. Stat. Phys. 172, No. 5, 1223--1246 (2018; Zbl 1405.82034) Full Text: DOI
Liu, Jiefang; Wang, Shitong; Wang, Jun; Deng, Zhaohong Equal mean based support vector regression for attribute effect control. (Chinese. English summary) Zbl 1374.62082 Control Decis. 31, No. 10, 1791-1797 (2016). MSC: 62J02 PDF BibTeX XML Cite \textit{J. Liu} et al., Control Decis. 31, No. 10, 1791--1797 (2016; Zbl 1374.62082) Full Text: DOI
Oneto, Luca; Ridella, Sandro; Anguita, Davide Tikhonov, Ivanov and Morozov regularization for support vector machine learning. (English) Zbl 1357.68179 Mach. Learn. 103, No. 1, 103-136 (2016). MSC: 68T05 PDF BibTeX XML Cite \textit{L. Oneto} et al., Mach. Learn. 103, No. 1, 103--136 (2016; Zbl 1357.68179) Full Text: DOI
Tian, Yingjie; Ju, Xuchan; Qi, Zhiquan; Shi, Yong Improved twin support vector machine. (English) Zbl 1290.90059 Sci. China, Math. 57, No. 2, 417-432 (2014). MSC: 90C20 90C46 90C90 PDF BibTeX XML Cite \textit{Y. Tian} et al., Sci. China, Math. 57, No. 2, 417--432 (2014; Zbl 1290.90059) Full Text: DOI
Wang, Chao; Ha, Minghu; Chen, Jiaqiang; Xing, Hongjie Support vector machine based on random set samples. (English) Zbl 1322.68160 Int. J. Uncertain. Fuzziness Knowl.-Based Syst. 21, Suppl. 1, 101-112 (2013). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{C. Wang} et al., Int. J. Uncertain. Fuzziness Knowl.-Based Syst. 21, 101--112 (2013; Zbl 1322.68160) Full Text: DOI
Zheng, Enhui; Xu, Huan; Sun, Jian; Wang, Ling; Lu, Huijuan; Li, Ping A binary classification algorithm with class-dependent reject costs. (Chinese. English summary) Zbl 1299.68159 Control Decis. 28, No. 6, 855-860 (2013). MSC: 68T35 68T10 68T05 PDF BibTeX XML Cite \textit{E. Zheng} et al., Control Decis. 28, No. 6, 855--860 (2013; Zbl 1299.68159)
Zhang, Rong; Deng, Zhaohong; Wang, Shitong; Choi, Kup-Sze; Qian, Pengjiang Robust single hidden layer feed-forward neural network modeling for small datasets. (Chinese. English summary) Zbl 1274.68366 Control Decis. 27, No. 9, 1308-1312, 1319 (2012). MSC: 68T05 92B20 PDF BibTeX XML Cite \textit{R. Zhang} et al., Control Decis. 27, No. 9, 1308--1312, 1319 (2012; Zbl 1274.68366)
Ghosh, Himadri; Prajneshu Statistical learning theory for fitting multimodal distribution to rainfall data: an application. (English) Zbl 07253991 J. Appl. Stat. 38, No. 11, 2533-2545 (2011). MSC: 62 PDF BibTeX XML Cite \textit{H. Ghosh} and \textit{Prajneshu}, J. Appl. Stat. 38, No. 11, 2533--2545 (2011; Zbl 07253991) Full Text: DOI
Guyon, Isabelle; Saffari, Amir; Dror, Gideon; Cawley, Gavin Model selection: beyond the Bayesian/frequentist divide. (English) Zbl 1242.62008 J. Mach. Learn. Res. 11, 61-87 (2010). MSC: 62A99 62F15 PDF BibTeX XML Cite \textit{I. Guyon} et al., J. Mach. Learn. Res. 11, 61--87 (2010; Zbl 1242.62008) Full Text: Link
Klȩsk, Przemysław Probabilities of discrepancy between minima of cross-validation, Vapnik bounds and true risks. (English) Zbl 1339.62003 Int. J. Appl. Math. Comput. Sci. 20, No. 3, 525-544 (2010). MSC: 62G08 PDF BibTeX XML Cite \textit{P. Klȩsk}, Int. J. Appl. Math. Comput. Sci. 20, No. 3, 525--544 (2010; Zbl 1339.62003) Full Text: DOI EuDML
Balcan, Maria-Florina; Blum, Avrim A discriminative model for semi-supervised learning. (English) Zbl 1327.68185 J. ACM 57, No. 3, Article No. 19, 46 p. (2010). MSC: 68T05 PDF BibTeX XML Cite \textit{M.-F. Balcan} and \textit{A. Blum}, J. ACM 57, No. 3, Article No. 19, 46 p. (2010; Zbl 1327.68185) Full Text: DOI
Cherkassky, Vladimir; Ma, Yunqian Another look at statistical learning theory and regularization. (English) Zbl 1335.68197 Neural Netw. 22, No. 7, 958-969 (2009). MSC: 68T05 62J07 PDF BibTeX XML Cite \textit{V. Cherkassky} and \textit{Y. Ma}, Neural Netw. 22, No. 7, 958--969 (2009; Zbl 1335.68197) Full Text: DOI
Aytug, Haldun; Koehler, Gary J.; He, Ling Risk minimization and minimum description for linear discriminant functions. (English) Zbl 1242.68202 INFORMS J. Comput. 20, No. 2, 317-331 (2008). MSC: 68T05 62H30 PDF BibTeX XML Cite \textit{H. Aytug} et al., INFORMS J. Comput. 20, No. 2, 317--331 (2008; Zbl 1242.68202) Full Text: DOI
Guergachi, Aziz; Boskovic, Goran System models or learning machines? (English) Zbl 1151.93309 Appl. Math. Comput. 204, No. 2, 553-567 (2008). MSC: 93A30 68T05 91B62 91B76 91B30 PDF BibTeX XML Cite \textit{A. Guergachi} and \textit{G. Boskovic}, Appl. Math. Comput. 204, No. 2, 553--567 (2008; Zbl 1151.93309) Full Text: DOI
Balcan, Maria-Florina; Blum, Avrim; Hartline, Jason D.; Mansour, Yishay Reducing mechanism design to algorithm design via machine learning. (English) Zbl 1157.68055 J. Comput. Syst. Sci. 74, No. 8, 1245-1270 (2008). MSC: 68T05 91B24 91B26 PDF BibTeX XML Cite \textit{M.-F. Balcan} et al., J. Comput. Syst. Sci. 74, No. 8, 1245--1270 (2008; Zbl 1157.68055) Full Text: DOI
Guermeur, Yann VC theory of large margin multi-category classifiers. (English) Zbl 1222.62070 J. Mach. Learn. Res. 8, 2551-2594 (2007). MSC: 62H30 68T05 60F15 PDF BibTeX XML Cite \textit{Y. Guermeur}, J. Mach. Learn. Res. 8, 2551--2594 (2007; Zbl 1222.62070) Full Text: Link
Tao, Shao-Hui; Chen, De-Zhao; Hu, Wang-Ming SVD-LSSVM and its application in chemical pattern classification. (English) Zbl 1116.68577 J. Zhejiang Univ., Sci. A 7, No. 11, 1942-1947 (2006). MSC: 68T05 PDF BibTeX XML Cite \textit{S.-H. Tao} et al., J. Zhejiang Univ., Sci. A 7, No. 11, 1942--1947 (2006; Zbl 1116.68577) Full Text: DOI
Massart, Pascal; Nédélec, Élodie Risk bounds for statistical learning. (English) Zbl 1108.62007 Ann. Stat. 34, No. 5, 2326-2366 (2006). MSC: 62B10 62H30 68T05 60E15 94A17 62F15 PDF BibTeX XML Cite \textit{P. Massart} and \textit{É. Nédélec}, Ann. Stat. 34, No. 5, 2326--2366 (2006; Zbl 1108.62007) Full Text: DOI arXiv
Wan, Hu; Peng, Xinjun; Wang, Yifei Support vector machine based on linear programming. (Chinese. English summary) Zbl 1147.90376 J. Shanghai Univ., Nat. Sci. 12, No. 6, 576-580, 587 (2006). MSC: 90C05 62G05 68T05 PDF BibTeX XML Cite \textit{H. Wan} et al., J. Shanghai Univ., Nat. Sci. 12, No. 6, 576--580, 587 (2006; Zbl 1147.90376)
Verzi, Stephen J.; Heileman, Gregory L.; Georgiopoulos, Michael Boosted ARTMAP: modifications to fuzzy ARTMAP motivated by boosting theory. (English) Zbl 1103.68735 Neural Netw. 19, No. 4, 446-468 (2006). MSC: 68T05 PDF BibTeX XML Cite \textit{S. J. Verzi} et al., Neural Netw. 19, No. 4, 446--468 (2006; Zbl 1103.68735) Full Text: DOI
Huang, Min; Cui, Baotong; Gu, Shusheng Elevator traffic flow prediction based on wavelet neural networks. (Chinese. English summary) Zbl 1125.90326 Control Decis. 21, No. 5, 589-592 (2006). MSC: 90B20 92B20 91B30 PDF BibTeX XML Cite \textit{M. Huang} et al., Control Decis. 21, No. 5, 589--592 (2006; Zbl 1125.90326)
Corani, Giorgio; Gatto, Marino VC-dimension and structural risk minimization for the analysis of nonlinear ecological models. (English) Zbl 1131.92353 Appl. Math. Comput. 176, No. 1, 166-176 (2006). MSC: 92D40 62M10 37M10 PDF BibTeX XML Cite \textit{G. Corani} and \textit{M. Gatto}, Appl. Math. Comput. 176, No. 1, 166--176 (2006; Zbl 1131.92353) Full Text: DOI
Vorontsov, K. V. A review of modern investigations on the problem of quality of learning algorithms. (Russian. English summary) Zbl 1126.68536 Tavricheskij Vestn. Inform. Mat. 2004, No. 1, 5-24 (2004). MSC: 68T05 68W05 PDF BibTeX XML Cite \textit{K. V. Vorontsov}, Tavricheskiĭ Vestn. Inform. Mat. 2004, No. 1, 5--24 (2004; Zbl 1126.68536)
Xu, Yitian; Wang, Laisheng; Zhang, Haozhi; Sun, Baoshan Based support vector machine classification algorithm and clustering algorithm. (Chinese. English summary) Zbl 1044.62069 J. Yantai Univ., Nat. Sci. Eng. 17, No. 1, 9-13 (2004). MSC: 62H30 68T05 PDF BibTeX XML Cite \textit{Y. Xu} et al., J. Yantai Univ., Nat. Sci. Eng. 17, No. 1, 9--13 (2004; Zbl 1044.62069)
Santamaría, Ignacio; González, Rafael; Pantaleón, Carlos; Principe, José C. Maximum margin equalizers trained with the Adatron algorithm. (English) Zbl 1144.94360 Signal Process. 83, No. 3, 593-602 (2003). MSC: 94A12 94A05 PDF BibTeX XML Cite \textit{I. Santamaría} et al., Signal Process. 83, No. 3, 593--602 (2003; Zbl 1144.94360) Full Text: DOI
Ratsaby, Joel On learning multicategory classification with sample queries. (English) Zbl 1069.68094 Inf. Comput. 185, No. 2, 298-327 (2003). MSC: 68T10 68T05 PDF BibTeX XML Cite \textit{J. Ratsaby}, Inf. Comput. 185, No. 2, 298--327 (2003; Zbl 1069.68094) Full Text: DOI
Pontil, Massimiliano A short review of statistical learning theory. (English) Zbl 1028.68607 Marinaro, Maria (ed.) et al., Neural nets. 13th Italian workshop, WIRN VIETRI 2002, Vietri sul Mare, Italy, May 30 - June 1, 2002. Revised papers. Berlin: Springer. Lect. Notes Comput. Sci. 2486, 233-242 (2002). MSC: 68T05 92B20 PDF BibTeX XML Cite \textit{M. Pontil}, Lect. Notes Comput. Sci. 2486, 233--242 (2002; Zbl 1028.68607) Full Text: Link
Döhler, Sebastian; Rüschendorf, Ludger Adaptive estimation of hazard functions. (English) Zbl 1022.62098 Probab. Math. Stat. 22, No. 2, 355-379 (2002). MSC: 62N01 62N02 62G05 PDF BibTeX XML Cite \textit{S. Döhler} and \textit{L. Rüschendorf}, Probab. Math. Stat. 22, No. 2, 355--379 (2002; Zbl 1022.62098)
Tay, Francis E. H.; Cao, L. J. \(\varepsilon\)-descending support vector machines for financial time series forecasting. (English) Zbl 1008.68745 Neural Process. Lett. 15, No. 2, 179-195 (2002). MSC: 68U99 68T05 PDF BibTeX XML Cite \textit{F. E. H. Tay} and \textit{L. J. Cao}, Neural Process. Lett. 15, No. 2, 179--195 (2002; Zbl 1008.68745) Full Text: DOI
Tay, Francis E. H.; Cao, L. J. Modified support vector machines in financial time series forecasting. (English) Zbl 1006.68777 Neurocomputing 48, No. 1-4, 847-861 (2002). MSC: 68U99 68T05 PDF BibTeX XML Cite \textit{F. E. H. Tay} and \textit{L. J. Cao}, Neurocomputing 48, No. 1--4, 847--861 (2002; Zbl 1006.68777) Full Text: DOI
Kohler, Michael; Krzyżak, Adam; Schäfer, Dominik Application of structural risk minimization to multivariate smoothing spline regression estimates. (English) Zbl 1003.62035 Bernoulli 8, No. 4, 475-489 (2002). MSC: 62G08 62G20 PDF BibTeX XML Cite \textit{M. Kohler} et al., Bernoulli 8, No. 4, 475--489 (2002; Zbl 1003.62035)
Tay, Francis Eng Hock; Cao, Li Juan A comparative study of saliency analysis and genetic algorithm for feature selection in support vector machines. (English) Zbl 1088.68749 Intell. Data Anal. 5, No. 3, 191-209 (2001). MSC: 68T05 PDF BibTeX XML Cite \textit{F. E. H. Tay} and \textit{L. J. Cao}, Intell. Data Anal. 5, No. 3, 191--209 (2001; Zbl 1088.68749) Full Text: Link
Giese, Martin A.; Poggio, Tomaso Morphable models for the analysis and synthesis of complex motion patterns. (English) Zbl 1012.68683 Int. J. Comput. Vis. 38, No. 1, 59-73 (2000). MSC: 68U99 68T45 68T05 PDF BibTeX XML Cite \textit{M. A. Giese} and \textit{T. Poggio}, Int. J. Comput. Vis. 38, No. 1, 59--73 (2000; Zbl 1012.68683) Full Text: DOI
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso Statistical learning theory: A primer. (English) Zbl 1012.68685 Int. J. Comput. Vis. 38, No. 1, 9-13 (2000). MSC: 68U99 68T05 91E40 PDF BibTeX XML Cite \textit{T. Evgeniou} et al., Int. J. Comput. Vis. 38, No. 1, 9--13 (2000; Zbl 1012.68685) Full Text: DOI
Evgeniou, Theodoros; Pontil, Massimiliano; Poggio, Tomaso Regularization networks and support vector machines. (English) Zbl 0939.68098 Adv. Comput. Math. 13, No. 1, 1-50 (2000). MSC: 68T05 PDF BibTeX XML Cite \textit{T. Evgeniou} et al., Adv. Comput. Math. 13, No. 1, 1--50 (2000; Zbl 0939.68098) Full Text: DOI
Shawe-Taylor, John; Bartlett, Peter L.; Williamson, Robert C.; Anthony, Martin Structural risk minimization over data-dependent hierarchies. (English) Zbl 0935.68090 IEEE Trans. Inf. Theory 44, No. 5, 1926-1940 (1998). MSC: 68T05 PDF BibTeX XML Cite \textit{J. Shawe-Taylor} et al., IEEE Trans. Inf. Theory 44, No. 5, 1926--1940 (1998; Zbl 0935.68090) Full Text: DOI
Vapnik, Vladimir N. The nature of statistical learning theory. (English) Zbl 0833.62008 Berlin: Springer-Verlag. xv, 188 p. (1995). Reviewer: R.Fahrion (Heidelberg) MSC: 62B10 62-02 68T05 62-01 PDF BibTeX XML Cite \textit{V. N. Vapnik}, The nature of statistical learning theory. Berlin: Springer-Verlag (1995; Zbl 0833.62008)
Bakhtizin, R. N.; Latypov, A. R. Estimating the order of linear objects from experimental information. (English. Russian original) Zbl 0793.93019 Autom. Remote Control 53, No. 3, Pt. 2, 416-419 (1992); translation from Avtom. Telemekh. 1992, No. 3, 108-112 (1992). MSC: 93B30 PDF BibTeX XML Cite \textit{R. N. Bakhtizin} and \textit{A. R. Latypov}, Autom. Remote Control 53, No. 3, Part 2, 1 (1992; Zbl 0793.93019); translation from Avtom. Telemekh. 1992, No. 3, 108--112 (1992)
Vapnik, V. N.; Chervonenkis, A. Ya. Minimization of expected risk based on empirical data. (English) Zbl 0672.62015 Mathematical statistics, theory and applications, Proc. World Congr. Bernoulli Soc., Tashkent/USSR 1986, Vol. 2, 821-832 (1987). MSC: 62C99 62G05 62F10 PDF BibTeX XML
Stefanyuk, A. R. A method for estimating probability density. (English) Zbl 0579.62029 Statistics and control of stochastic processes, Proc. Steklov Semin., Moscow 1984, Transl. Ser. Math. Eng., 451-465 (1985). Reviewer: R.Schlittgen MSC: 62G05 PDF BibTeX XML
Vapnik, V. N.; Glazkova, T. G.; Koshcheev, V. A.; Mikhal’skiĭ, A. I.; Chervonenkis, A. Ya. Algorithms and programs for the reconstruction of dependencies. (Алгоритмы и программы восстановления зависимостей.) (Russian) Zbl 0599.62004 Moskva: Izdat. ”Nauka”. Glavnaya Redaktsiya Fiziko-Matematicheskoĭ Literatury. 816 pp. (1984). MSC: 62-02 62-04 62P99 68T10 PDF BibTeX XML
Vapnik, Vladimir Estimation of dependences based on empirical data. Transl. from the Russian by Samuel Kotz. (English) Zbl 0499.62005 Springer Series in Statistics. New York - Heidelberg - Berlin: Springer- Verlag. XVI, 399 p., 22 figs. DM 138.00; $ 55.20 (1982). MSC: 62-02 62C12 62G05 62H12 PDF BibTeX XML
Vapnik, V. N. Reconstruction of functions from empirical data. (Восстановление зависимостей по ѐмпирическим данным.) (Russian) Zbl 0499.62004 Moskva: Izdat. ”Nauka”. 448 pp. R 1.70 (1979). MSC: 62-02 62G05 62C12 62H12 PDF BibTeX XML