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Learning Systems For Minimum Risk Adaptive Pattern Classification And Optimal Adaptive Estimation
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Book Synopsis Learning systems for minimum risk adaptive pattern classification and optimal adaptive estimation by : Charles Gene Hilborn
Download or read book Learning systems for minimum risk adaptive pattern classification and optimal adaptive estimation written by Charles Gene Hilborn and published by . This book was released on 1968 with total page 103 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two problems of unsupervised learning, sequential multi-category pattern classification and adaptive estimation of a sampled stochastic process are jointly investigated. An unknown parameter model is developed which, for the pattern classification problem, allows for (i) both constant and time-varying unknown parameters, (ii) partially unknown probability laws of the hypotheses and time-varying parameter sequences, (iii) dependence of the observations on past as well as present hypotheses and parameters, and most significantly (iv) sequential dependencies in the observations arising from either (or both) dependency in the pattern or information source (context independence) or in the observation medium (measurement correlation), these dependencies being up to any finite Markov orders. For the adaptive estimation problem the same model is employed without any distinction between 'hypotheses' and 'time-varying parameters.' For finite parameter spaces, the solutions which are Bayes optimal (minimum risk) at each step are found for both problems and shown to be realizable in recursive form with fixed memory requirements. The recursive 'learning' portion of the solutions is the same for both problems. The asymptotic properties of the optimal systems are studied and conditions established for these systems (in addition to making best use of available data at each step) to converge in performance to systems operating with knowledge of the (unobservable) constant unknown parameters. (Author).
Book Synopsis Methodologies of Pattern Recognition by : Satosi Watanabe
Download or read book Methodologies of Pattern Recognition written by Satosi Watanabe and published by Academic Press. This book was released on 2014-05-12 with total page 591 pages. Available in PDF, EPUB and Kindle. Book excerpt: Methodologies of Pattern Recognition is a collection of papers that deals with the two approaches to pattern recognition (geometrical and structural), the Robbins-Monro procedures, and the implications of interactive graphic computers for pattern recognition methodology. Some papers describe non-supervised learning in statistical pattern recognition, parallel computation in pattern recognition, and statistical analysis as a tool to make patterns emerge from data. One paper points out the importance of cluster processing in visual perception in which proximate points of similar brightness values form clusters. At higher levels of mental activity humans are efficient in clumping complex items into clusters. Another paper suggests a recognition method which combines versatility and an efficient noise-proofness in dealing with the two main problems in the field of recognition. These difficulties are the presence of a large variety of observed signals and the presence of interference. One paper reports on a possible feature selection for pattern recognition systems employing the minimization of population entropy. Electronic engineers, physicists, physiologists, psychologists, logicians, mathematicians, and philosophers will find great rewards in reading the above collection.
Book Synopsis Scientific and Technical Aerospace Reports by :
Download or read book Scientific and Technical Aerospace Reports written by and published by . This book was released on 1995 with total page 602 pages. Available in PDF, EPUB and Kindle. Book excerpt: Lists citations with abstracts for aerospace related reports obtained from world wide sources and announces documents that have recently been entered into the NASA Scientific and Technical Information Database.
Book Synopsis The University of Texas Publication by :
Download or read book The University of Texas Publication written by and published by . This book was released on 1973 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Proceedings by : IEEE Symposium on Adaptive Processes
Download or read book Proceedings written by IEEE Symposium on Adaptive Processes and published by . This book was released on 1970 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Publications of the Faculty and Staff by : University of Texas at Austin
Download or read book Publications of the Faculty and Staff written by University of Texas at Austin and published by . This book was released on 1966 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Proceedings of the 1970 IEEE Symposium on Adaptive Processes (9th): Decision and Control by :
Download or read book Proceedings of the 1970 IEEE Symposium on Adaptive Processes (9th): Decision and Control written by and published by . This book was released on 1970 with total page 698 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Estimation Theory by : Demetrios G. Lainiotis
Download or read book Estimation Theory written by Demetrios G. Lainiotis and published by Elsevier Publishing Company. This book was released on 1974 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Foundations of the Theory of Learning Systems by : Tsypkin
Download or read book Foundations of the Theory of Learning Systems written by Tsypkin and published by Academic Press. This book was released on 1973-10-19 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: Foundations of the Theory of Learning Systems
Book Synopsis Proceedings of the ... IEEE Symposium on Adaptive Processes ... Decision and Control by :
Download or read book Proceedings of the ... IEEE Symposium on Adaptive Processes ... Decision and Control written by and published by . This book was released on 1969 with total page 160 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Proceedings of 1969 IEEE Symposium on Adaptive Processes (8th): Decision and Control by :
Download or read book Proceedings of 1969 IEEE Symposium on Adaptive Processes (8th): Decision and Control written by and published by . This book was released on 1969 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Proceedings written by and published by . This book was released on 1969 with total page 952 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis U.S. Government Research & Development Reports by :
Download or read book U.S. Government Research & Development Reports written by and published by . This book was released on 1969 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Adaptive, Learning, and Pattern Recognition by : J. M. Mendel
Download or read book Adaptive, Learning, and Pattern Recognition written by J. M. Mendel and published by . This book was released on 1970 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis OAR Cumulative Index of Research Results by :
Download or read book OAR Cumulative Index of Research Results written by and published by . This book was released on 1967 with total page 1264 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Technical Abstract Bulletin by : Defense Documentation Center (U.S.)
Download or read book Technical Abstract Bulletin written by Defense Documentation Center (U.S.) and published by . This book was released on 1967 with total page 784 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis American Doctoral Dissertations by :
Download or read book American Doctoral Dissertations written by and published by . This book was released on 1967 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt:
