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EMfor_neural_networks
In this demo, I use the EM algorithm with a Rauch-Tung-Striebel smoother and an M step, which I ve recently derived, to train a two-layer perceptron, so as to classify medical data (kindly provided by Steve Roberts and Will Penny from EE, Imperial College). The data and simulations are described in: Nando de Freitas, Mahesan Niranjan and Andrew Gee Nonlinear State Space Estimation with Neural Networks and the EM algorithm After downloading the file, type "tar -xf EMdemo.tar" to uncompress it. This creates the directory EMdemo containing the required m files. Go to this directory, load matlab5 and type "EMtremor". The figures will then show you the simulation results, including ROC curves, likelihood plots, decision boundaries with error bars, etc. WARNING: Do make sure that you monitor the log-likelihood and check that it is increasing. Due to numerical errors, it might show glitches for some data sets.
(In this demo, I use the EM algorithm with a Rauch-Tung-Striebel smoother and an M step, which I ve recently derived, to train a two-layer perceptron, so as to classify medical data (kindly provided by Steve Roberts and Will Penny from EE, Imperial College). The data and simulations are described in: Nando de Freitas, Mahesan Niranjan and Andrew Gee Nonlinear State Space Estimation with Neural Networks and the EM algorithm After downloading the file, type "tar-xf EMdemo.tar" to uncompress it. This creates the directory EMdemo containing the required m files. Go to this directory, load matlab5 and type "EMtremor". The figures will then show you the simulation results, including ROC curves, likelihood plots, decision boundaries with error bars, etc. WARNING: Do make sure that you monitor the log-likelihood and check that it is increasing. Due to numerical errors, it might show glitches for some data sets.
)
- 2008-03-05 19:22:23下载
- 积分:1
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ComTest
VC 调用matlab combuilder简单例子(VC call matlab com file)
- 2021-03-01 20:39:34下载
- 积分:1
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T1FLS
Type1-Fuzzy Logic
for Toolbar
Source
- 2014-08-18 18:53:28下载
- 积分:1
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ImageProcessingExperiment
说明: MATLAB中数字图像处理和相关的基本操作,里面包含实验设计例子与调试等。(Image Processing)
- 2010-04-01 14:45:39下载
- 积分:1
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pro
以及简易倒立摆,实现一级PID建议算法控制倒立摆不倒的程序,仅做参考(yi ji jian y idao li bai)
- 2013-10-23 16:52:50下载
- 积分:1
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BGC
Blum-Goldwasser Probabilistic Cipher (BGC) Function and Blum-Goldwasser Probabilistic Decipher (BGC) Function
- 2013-05-12 23:16:59下载
- 积分:1
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Contourlet
matlab语言实现的脊波变换源程序,图像多尺度分析的经典算法。(matlab language of the ridge wave transform source code, images, multi-scale analysis of the classical algorithm.)
- 2010-09-10 15:17:06下载
- 积分:1
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powerflow
电力系统潮流计算 有关PQ节点平衡节点等的潮流计算(Power system load flow calculation related to PQ node in the node balancing flow calculation, etc.)
- 2009-11-24 19:48:29下载
- 积分:1
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mydo09
Matlab的流程控制语句,掌握循环结构。
Matlab的脚本文件、函数文件编写。
Matlab脚本文件、函数文件的调试.用户数据的导入.
数值计算,能用编程方法实现。(Matlab flow control statements, control loop structure. Matlab script file, the function document preparation. Matlab script files, function files debugging. User data import. Numerical calculation, can Programming Method.)
- 2011-05-18 21:10:27下载
- 积分:1
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iris
台湾林智仁教授最新 工具箱 matlab (Taiwan Professor Lin Zhiren latest toolbox matlab)
- 2012-11-23 11:42:05下载
- 积分:1