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Incorporating Invariances in Support Vector Learning Machines

, , и . Artificial Neural Networks --- ICANN'96, стр. 47~-~52. Berlin, Springer Lecture Notes in Computer Science, Vol.~1112, (1996)

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V Saile

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V Fendrich

 

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Incorporating Invariances in Support Vector Learning Machines, , и . Artificial Neural Networks --- ICANN'96, стр. 47~-~52. Berlin, Springer Lecture Notes in Computer Science, Vol.~1112, (1996)Structural Risk Minimization for Character Recognition, , , , и . Advances in Neural Information Processing Systems 4, стр. 471--479. Morgan Kaufmann, (1992)Estimation of Dependences Based on Empirical Data. Springer-Verlag, (1982)Comparing support vector machines with Gaussian kernels to radial basis function classifiers, , , , , , и . Signal Processing, IEEE Transactions on, 45 (11): 2758-2765 (ноября 1997)Three fundamental concepts of the capacity of learning machines. Physica A: Statistical and Theoretical Physics, 200 (1-4): 538--544 (15.11.1993)Comparision of classifier methods: A case study in handwriting digit recognition, , , , , , , , , и . Proceedings of the International Conference on Pattern Recognition, (1994)Predicting time series with support vector machines, , , , , и . Proceedings of the Seventh International Conference on Artificial Neural Networks: ICANN-97, стр. 999--1004. Springer-Verlag, (1997)Predicting Time Series with Support Vector Machines, , , , , и . Advances in Kernel Methods --- Support Vector Learning, стр. 243--254. Cambridge, MA, MIT Press, (1999)Short version appeared in ICANN'97, Springer Lecture Notes in Computer Science.Bounds on error expectation for SVM, и . Advances in Large Margin Classifiers, стр. 261-280. Cambridge, MA, MIT Press, (2000)Theory of Pattern Recognition in Russian, и . Nauka, Moscow, (1974)(German Translation: W.~Wapnik & A.~Tscherwonenkis, Theorie der Zeichenerkennung, Akademie--Verlag, Berlin, 1979).