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Maximum Entropy in Action: A Collection of Expository Essays

Brian Buck, Vincent A. Macaulay
en Limba Engleză Paperback – 8 aug 1991
The Maximum Entropy Method and the related Bayesian Probability Theory have recently become somewhat better known to research workers; but the power of these methods to resolve the true structures underlying many kinds of data is still not as widely recognized as it ought to be. This book is the first readily available account of such methods. It grew out of a series of interdisciplinary seminars, organized by the editors, and given by leading proponents of maximum entropy techniques in the UK. The written versions are intended to introduce the reader to the principles of probability theory, viewed as the logic of inference, and to explain the role that entropy plays in the assignment of probabilities. The chapters concerned with applications show how the resulting algorithms can be implemented and how they work out in practice. In addition, new light is shed upon the relation between statistical and dynamical theories in physics, and on the confusion which surrounds the Second Law of Thermodynamics.
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Specificații

ISBN-13: 9780198539636
ISBN-10: 0198539630
Pagini: 248
Ilustrații: numerous line illustrations
Dimensiuni: 155 x 232 x 15 mm
Greutate: 0.39 kg
Editura: OUP OXFORD
Colecția OUP Oxford
Locul publicării:Oxford, United Kingdom

Cuprins

Preface; Editors' introduction; About the authors; G.J. Daniell: Of maps and monkeys - an introduction to the maximum entropy method; J. Skilling: Fundamentals of MaxEnt in data analysis; P.J. Hore: Maximum entropy and nuclear magnetic resonance; S. Davies, K.J. Packer, A. Baruya, & A.I. Grant: Enhanced information recovery in spectroscopy using the maximum entropy method; G.A. Cottrell: Maximum entropy and plasma physics; A.J.M. Garrett: Macroreversibility and microreversibility reconciled - the second law; S.F. Gull: Some misconceptions about entropy; G. Bricogne: The X-ray crystallographic phase problem; Index.

Recenzii

'the book is quite up-to-date ... generally very positive impression given by this book, which includes research results extending up to 1991 ... This fascinating universal concept opens up many new possibilities for the analysis of spectra, images, and X-ray scattering data. Because of the wide range of aspects covered in this book, it can be thoroughly recommended.'Christian Griesinger, Institut für Organische Chemie der Universität Frankfurt/Main, Angewandte Chemie, 31/7, 1992
'a useful and enlightening introduction to the general subject area and a reader interested in learning about possible applications of maximum entropy techniques could do far worse than to start by reading the concrete subject-centered articles in this volume'George H. Weiss, National Institutes of Health, Bethesda, Journal of Statistical Physics, Vol. 70, Nos 3/4, 1993
The volume is rather welcome not only because it is almost unique in this field, but also because it spans commendably the gulf between elementary ideas and their technical applications ... a collection of nice expositions that can provide a solid introduction to the use of maximum-entropy techniques in data analysis, and in that sense fills a definite need.