Neural Networks and the Financial Markets: Predicting, Combining and Portfolio Optimisation (Perspectives in Neural Computing) - Softcover
Synopsis
This book looks at how research into predicting the financial markets has progressed in recent years. The first section of the book describes the financial markets and asks whether they are indeed predictable, given the number of possible economic and financial variables. The second section surveys existing prediction models and looks at how these can be refined so as to provide the best prediction of the market's value at the next time step i.e. in one month's time. The third and forth sections look at the theory of specific prediction models and their applications, whilst the final section discusses possible future developments i.e. so that prediction models can be made more immune to sudden global changes.
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Synopsis
This volume looks at financial prediction from a broad range of perspectives. It covers: the economic arguments - the practicalities of the markets - how predictions are used - how predictions are made - how predictions are turned into something usable (asset locations). It combines a discussion of standard theory with state-of-the-art material on a wide range of information processing techniques as applied to cutting-edge financial problems. All the techniques are demonstrated with real examples using actual market data, and show that it is possible to extract information from very noisy, sparse data sets. Aimed primarily at researchers in financial prediction, time series analysis and information processing, this book will also be of interest to quantitative fund managers and other professionals involved in financial prediction.
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Neural Networks and the Financial Markets
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Springer London Aug 2002, 2002
ISBN 10: 1852335319
ISBN 13: 9781852335311
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This is abook about the methods developed byour research team,over a period of 10years, for predicting financial market returns. Thework began in late 1991,at a time when one ofus (Jimmy Shadbolt) had just completed a rewrite of the software used at Econostat by the economics team for medium-term trend prediction of economic indica tors.Looking for anewproject,itwassuggestedthatwelook atnon-linear modelling of financial markets, and that a good place to start might be with neural networks. One small caveat should be added before we start: we use the terms 'prediction' and 'prediction model' throughout the book, although, with only such a small amount of information being extracted about future performance, can we really claim to be building predictors at all Some might saythat the future ofmarkets, especially one month ahead, is too dim to perceive. We think we can claim to 'predict' for two reasons. Firstlywedoindeedpredictafewper cent offuturevalues ofcertainassets in terms ofpast values ofcertainindicators, asshown by our trackrecord. Secondly, we use standard and in-house prediction methods that are purely quantitative. Weallow no subjective viewto alter what the models tell us. Thus weare doing prediction, even if the problem isvery hard. So while we could throughout the book talk about 'getting a better view of the future' or some such euphemism, we would not be correctly describing what it isweare actually doing. Weare indeed getting abetter view of the future, by using prediction methods. 288 pp. Englisch. Seller Inventory # 9781852335311
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Neural Networks and the Financial Markets : Predicting, Combining and Portfolio Optimisation
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ISBN 10: 1852335319
ISBN 13: 9781852335311
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This is abook about the methods developed byour research team,over a period of 10years, for predicting financial market returns. Thework began in late 1991,at a time when one ofus (Jimmy Shadbolt) had just completed a rewrite of the software used at Econostat by the economics team for medium-term trend prediction of economic indica tors.Looking for anewproject,itwassuggestedthatwelook atnon-linear modelling of financial markets, and that a good place to start might be with neural networks. One small caveat should be added before we start: we use the terms 'prediction' and 'prediction model' throughout the book, although, with only such a small amount of information being extracted about future performance, can we really claim to be building predictors at all Some might saythat the future ofmarkets, especially one month ahead, is too dim to perceive. We think we can claim to 'predict' for two reasons. Firstlywedoindeedpredictafewper cent offuturevalues ofcertainassets in terms ofpast values ofcertainindicators, asshown by our trackrecord. Secondly, we use standard and in-house prediction methods that are purely quantitative. Weallow no subjective viewto alter what the models tell us. Thus weare doing prediction, even if the problem isvery hard. So while we could throughout the book talk about 'getting a better view of the future' or some such euphemism, we would not be correctly describing what it isweare actually doing. Weare indeed getting abetter view of the future, by using prediction methods. Seller Inventory # 9781852335311
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Neural Networks and the Financial Markets | Predicting, Combining and Portfolio Optimisation
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Taschenbuch. Condition: Neu. Neural Networks and the Financial Markets | Predicting, Combining and Portfolio Optimisation | Jimmy Shadbolt | Taschenbuch | Perspectives in Neural Computing | xiv | Englisch | 2002 | Springer | EAN 9781852335311 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu Print on Demand. Seller Inventory # 103259005
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Neural Networks and the Financial Markets
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