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Titlebook: Combining Artificial Neural Nets; Ensemble and Modular Amanda J. C. Sharkey Book 1999 Springer-Verlag London Limited 1999 Ensembl.cognition

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發(fā)表于 2025-3-21 17:16:11 | 只看該作者 |倒序瀏覽 |閱讀模式
書目名稱Combining Artificial Neural Nets
副標題Ensemble and Modular
編輯Amanda J. C. Sharkey
視頻videohttp://file.papertrans.cn/231/230088/230088.mp4
概述There are no other books covering both modular and ensemble approaches (The ensemble approach uses a variety of methods to create a set of different nets trained on the same task; the modular approach
叢書名稱Perspectives in Neural Computing
圖書封面Titlebook: Combining Artificial Neural Nets; Ensemble and Modular Amanda J. C. Sharkey Book 1999 Springer-Verlag London Limited 1999 Ensembl.cognition
描述The past decade could be seen as the heyday of neurocomputing: in which the capabilities of monolithic nets have been well explored and exploited. The question then is where do we go from here? A logical next step is to examine the potential offered by combinations of artificial neural nets, and it is that step that the chapters in this volume represent. Intuitively, it makes sense to look at combining ANNs. Clearly complex biological systems and brains rely on modularity. Similarly the principles of modularity, and of reliability through redundancy, can be found in many disparate areas, from the idea of decision by jury, through to hardware re- dundancy in aeroplanes, and the advantages of modular design and reuse advocated by object-oriented programmers. And it is not surprising to find that the same principles can be usefully applied in the field of neurocomput- ing as well, although finding the best way of adapting them is a subject of on-going research.
出版日期Book 1999
關鍵詞Ensembl; cognition; genetic algorithm; neural network; proving; simulation; speech recognition
版次1
doihttps://doi.org/10.1007/978-1-4471-0793-4
isbn_softcover978-1-85233-004-0
isbn_ebook978-1-4471-0793-4Series ISSN 1431-6854
issn_series 1431-6854
copyrightSpringer-Verlag London Limited 1999
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Mixtures of ,,es of mixture modelling. The chapter reviews (i) mixtures of distributions from the exponential family, (ii) hidden Markov models, (iii) Mixtures of Experts, (iv) mixtures of marginal models, (v) mixtures of Cox models, (vi) mixtures of factor models, and (vii) mixtures of trees.
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,Lieferantenn?he: S?R Rusche GmbH,redicted (classification). We review some of the recent developments that seem notable to us. These include bagging, boosting, and arcing. The basic algorithm used in our empirical studies is tree-structured CART but a variety of other algorithms have also been used to form ensembles.
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Combining Predictors,redicted (classification). We review some of the recent developments that seem notable to us. These include bagging, boosting, and arcing. The basic algorithm used in our empirical studies is tree-structured CART but a variety of other algorithms have also been used to form ensembles.
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