Recurrent Neural Networks for Prediction
作者:
Jonathon A·Chambers
出版社:
John Wiley & Sons Inc
出版年:
2001-9
页数:
308
定价:
1042.00 元
装帧:
HRD
ISBN:
9780471495178
内容简介
New technologies in engineering, physics and biomedicine are demanding increasingly complex methods of digital signal processing. By presenting the latest research work the authors demonstrate how ...
(展开全部)
New technologies in engineering, physics and biomedicine are demanding increasingly complex methods of digital signal processing. By presenting the latest research work the authors demonstrate how real--time recurrent neural networks (RNNs) can be implemented to expand the range of traditional signal processing techniques and to help combat the problem of prediction. Within this text neural networks are considered as massively interconnected nonlinear adaptive filters. ? Analyses the relationships between RNNs and various nonlinear models and filters, and introduces spatio--temporal architectures together with the concepts of modularity and nesting ? Examines stability and relaxation within RNNs ? Presents on--line learning algorithms for nonlinear adaptive filters and introduces new paradigms which exploit the concepts of a priori and a posteriori errors, data--reusing adaptation, and normalisation ? Studies convergence and stability of on--line learning algorithms based upon optimisation techniques such as contraction mapping and fixed point iteration ? Describes strategies for the exploitation of inherent relationships between parameters in RNNs ? Discusses practical issues such as predictability and nonlinearity detecting and includes several practical applications in areas such as air pollutant modelling and prediction, attractor discovery and chaos, ECG signal processing, and speech processing Recurrent Neural Networks for Prediction offers a new insight into the learning algorithms, architectures and stability of recurrent neural networks and, consequently, will have instant appeal. It provides an extensive background for researchers, academics and postgraduates enabling them to apply such networks in new applications. VISIT OUR COMMUNICATIONS TECHNOLOGY WEBSITE! http://www.wiley.co.uk/commstech/ VISIT OUR WEB PAGE! http://www.wiley.co.uk/
该书热门标签
您对《Recurrent Neural Networks for Prediction》有什么评价吗,点击右上角“我想说两句”,说出你的看法吧。
有什么“读后感”吗?您可点击右上角“我要写长评”来进行评价噢。
猜您喜欢读
网友关注
网友关注
精品推荐
分类导航
评价“Recurrent Neural Networks for Prediction”