This demo nstrates how to use the sequential Monte Carlo algorithm with reversible jump MCMC steps to perform model selection in neural networks. We treat both the model dimension (number of neurons) and model parameters as unknowns. The derivation and details are presented in: Christophe Andrieu, Nando de Freitas and Arnaud Doucet. Sequential Bayesian Estimation and Model Selection Applied to Neural Networks . Technical report CUED/F-INFENG/TR 341, Cambridge University Department of Engineering, June 1999. After downloading the file, type "tar -xf version2.tar" to uncompress it. This creates the directory version2 containing the required m files. Go to this directory, load matlab5 and type "smcdemo1". In the header of the demo file, one can select to monitor the simulation progress (with par.doPlot=1) and modify the simulation parameters.
标签： sequential reversible algorithm nstrates
上传时间： 2014-01-18
上传用户：康郎
This demo nstrates the use of the reversible jump MCMC algorithm for neural networks. It uses a hierarchical full Bayesian model for neural networks. This model treats the model dimension (number of neurons), model parameters, regularisation parameters and noise parameters as random variables that need to be estimated. The derivations and proof of geometric convergence are presented, in detail, in: Christophe Andrieu, Nando de Freitas and Arnaud Doucet. Robust Full Bayesian Learning for Neural Networks. Technical report CUED/F-INFENG/TR 343, Cambridge University Department of Engineering, May 1999. After downloading the file, type "tar -xf rjMCMC.tar" to uncompress it. This creates the directory rjMCMC containing the required m files. Go to this directory, load matlab5 and type "rjdemo1". In the header of the demo file, one can select to monitor the simulation progress (with par.doPlot=1) and modify the simulation parameters.
标签： reversible algorithm the nstrates
上传时间： 2014-01-08
上传用户：cuibaigao
The algorithms are coded in a way that makes it trivial to apply them to other problems. Several generic routines for resampling are provided. The derivation and details are presented in: Rudolph van der Merwe, Arnaud Doucet, Nando de Freitas and Eric Wan. The Unscented Particle Filter. Technical report CUED/F-INFENG/TR 380, Cambridge University Department of Engineering, May 2000. After downloading the file, type "tar -xf upf_demos.tar" to uncompress it. This creates the directory webalgorithm containing the required m files. Go to this directory, load matlab5 and type "demo_MC" for the demo.
标签： algorithms problems Several trivial
上传时间： 2014-01-20
上传用户：royzhangsz
很经典的空时编码书籍，英文版。 "Space-Time Coding Theory and Practice" writen by Hamid Jafarkhani Cambridge Pre
上传时间： 2016-04-19
上传用户：onewq
Ch is an embeddable C/C++ interpreter for cross platform scripting, 2D/3D plotting, numerical computing and embedded scripting.
标签： interpreter embeddable numerical scripting
上传时间： 2013-12-25
上传用户：www240697738
通过 HP-UX 11i，HP 提供了高可用性、高安全性的可管理操作系统，以满足 端对端的 Internet 关键计算的需求。HP-UX 11i 支持 Enterprise、Mission-Critical 和 Technical computing 环境。在 PA-RISC 系统和基于 Intel Itanium 的系统 上均可使用 HP-UX 11i。
上传时间： 2014-08-06
上传用户：xiaoyunyun
WMTSA toolbox is an implemenation for MATLAB of the wavelet methods for time series analysis techniques presented in: Percival, D. B. and A. T. Walden (2000) Wavelet Methods for Time Series Analysis. Cambridge: Cambridge University Press.
标签： implemenation for analysis toolbox
上传时间： 2014-01-15
上传用户：huangld
an analysis software with souce code for the time series with methods based on the theory of nonlinear deterministic dynamical systems, or chaos theory.这套软件源码是根据H. Kantz and T. Schreiber, ``Nonlinear Time Series Analysis , Cambridge University Press, Cambridge (1997).
标签： with the analysis software
上传时间： 2013-12-10
上传用户：ve3344
多年来，我一直想录找一本适合中国计算机系学生用的算法方面的国外教材。尽管有些不错的国外教材在中国出版，但总有篇幅过多、内容略显陈旧或数据结构内容夹杂其中等等这样或那样的不甚满意之处。 去年我有幸看到世界科学图书出版社出版的由M．H．Alsuwaiyel撰写的《Algorithms Design Techniques and Analysis》，它是以国际著名算法专家，我国台湾出身的李德财教授所主编的系列丛书——Lecture Notes Series on Computing——中的一本。虽然此书不是美国的大学教材，而是沙特阿拉伯的大学计算机系教材。但是我很快就被该书的组织简明、概括，且包含当前市面上算法一＃较少涉及的概率算法和近似算法
标签：
上传时间： 2013-12-24
上传用户：lhc9102
With a worldwide community of users and more than a million dedicated programmers, Perl has proven to be the most effective language for the latest trends in computing and business. Every programmer must keep up with the latest tools and techniques. This updated version of Advanced Perl Programming from O Reilly gives you the essential knowledge of the modern Perl programmer. Whatever your current level of Perl expertise, this book will help you push your skills to the next level and become a more accomplished programmer.
标签： programmers worldwide community dedicated
上传时间： 2014-01-16
上传用户：磊子226
