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From statistics to neural networks. Theory and pattern recognition applications. Proceedings of the NATO Advanced Study Institute, held in Les Arcs, Bourg Saint Maurice, France, June 21 - July 2, 1993. (English) Zbl 0809.00025
NATO ASI Series. Series F. Computer and Systems Sciences. 136. Berlin: Springer-Verlag. xii, 394 p. DM 136,00; öS 1.060,80; sFr 131,00 (1994).
The articles of this volume will be reviewed individually. Indexed articles: {\it Friedman, Jerome H.}, An overview of predictive learning and function approximation, 1-61 [Zbl 0846.62078] {\it Hastie, T.J.; Tibshirani, R.J.}, Nonparametric regression and classification. I: Nonparametric regression, 62-69 [Zbl 0825.62448] {\it Hastie, T.J.; Tibshirani, R.J.}, Nonparametric regression and classification. II: Nonparametric classification, 70-82 [Zbl 0825.62449] {\it Ripley, B.D.}, Flexible nonlinear approaches to classification, 105-126 [Zbl 0821.62035] {\it White, Halbert}, Parametric statistical estimation with artificial neural networks: A condensed discussion, 127-146 [Zbl 0822.62015] {\it Moody, John}, Prediction risk and architecture selection for neural networks, 147-165 [Zbl 0837.68101] {\it Girosi, Federico}, Regularization theory, radial basis functions and networks, 166-187 [Zbl 0837.68093] {\it Cherkassky, Vladimir; Mulier, Filip}, Self-organizing networks for nonparametric regression, 188-212 [Zbl 0825.62450] {\it Almeida, Luís B.}, Neural preprocessing methods, 213-225 [Zbl 0939.68787] {\it Wellekens, Chris J.}, Improved hidden Markov models for speech recognition through neural network learning, 226-242 [Zbl 0825.68560] {\it Fogelman Soulié, Françoise}, Neural network architectures for pattern recognition, 243-262 [Zbl 0837.68092] {\it Kittler, J.}, Cooperative decision making processes and their neural net implementation, 263-281 [Zbl 0939.68785] {\it Palm, Günther; Schwenker, Friedhelm; Sommer, Friedrich T.}, Associative memory networks and sparse similarity preserving codes, 282-302 [Zbl 0939.68784] {\it Wechsler, H.}, Multistrategy learning and optimal mappings, 303-318 [Zbl 0939.68786] {\it Carpenter, Gail A.; Grossberg, Stephen}, Self-organizing neural networks for supervised and unsupervised learning and prediction, 319-348 [Zbl 0939.68788] {\it Bradski, Gary; Grossberg, Stephen}, Recognition of 3-D objects from multiple 2-D views by a self-organizing neural architecture, 349-375 [Zbl 0941.68704] {\it Freeman, Walter J.}, Chaotic dynamics in neural pattern recognition, 376-394 [Zbl 0825.92048]
MSC:
00B25Proceedings of conferences of miscellaneous specific interest
62-06Proceedings of conferences (statistics)
92-06Proceedings of conferences (applications to natural sciences)
68-06Proceedings of conferences (computer science)