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Article #107[sci.math.stat] Paper available: `Statistical Aspects of Neural Networks'
From: ripley
Date: Tue, 04 Aug 1992 08:44
Date: Tue, 04 Aug 1992 08:44
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2662 bytes
Archive-name: auto/sci.math.stat/Paper-available-Statistical-Aspects-of-Neural-Networks A paper, with principal audience statisticians, entitled Statistical Aspects of Neural Networks is available by anonymous ftp from markov.stats.ox.ac.uk (192.76.20.1 or 129.67.1.190) at pub/neural/papers/ripley.ps.Z (336kB), with abstract ripley.abstract as follows: Neural networks have been a much-publicized topic of research in the last five years, and are now beginning to be used in a wide range of subject areas traditionally thought by statisticians to be their domain. This paper explores the basic ideas of neural networks from the point of view of a statistician, and compares some of their applications with those of traditional and modern methods of statistics and pattern recognition. Neural networks are mainly used as non-linear approximations to multivariable functions or as classifiers. They are non-parametric in character in that no subject-domain knowledge is incorporated in the modelling process, and the parameters are estimated using algorithms which at least in principle can be computed on loosely-coupled parallel computers. We argue that the modelling-based approach traditional in statistics and pattern recognition can be at least as effective, and often more so. This is illustrated by data on the areas in Zimbabwe environmentally suitable for Tsetse flies. Invited lectures for SemStat (S\'eminaire Europ\'een de Statistique), Sandbjerg, Denmark, 25-30 April 1992. To appear in the proceedings to be published by Chapman & Hall in January 1993. .----------------------------------------------------. | Prof. Brian D. Ripley | | Dept. of Statistics, University of Oxford, | | 1 South Parks Road, Oxford OX1 3TG, UK | | | | ripley@uk.ac.ox.stats (JANET) | | ripley@stats.ox.ac.uk (Internet) | `----------------------------------------------------'
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Path: arc1-ca.pugleaf.net!sparky!uunet!gatech!usenet.ins.cwru.edu!agate!agate!usenet From: ripley@vax.oxford.ac.uk Newsgroups: comp.archives Subject: [sci.math.stat] Paper available: `Statistical Aspects of Neural Networks' Followup-To: sci.math.stat Date: 4 Aug 1992 08:44:35 GMT Organization: Oxford University VAXcluster Lines: 45 Approved: adam@soda.berkeley.edu Distribution: world Message-ID: <15lg1jINNm4s@agate.berkeley.edu> References: <1992Aug3.151501.7994@vax.oxford.ac.uk> NNTP-Posting-Host: soda.berkeley.edu X-Original-Newsgroups: sci.math.stat X-Original-Date: 3 Aug 92 14:15:01 GMT