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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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ANN-tools-devel.tar
A simple ANN sample code. 2 Layer neuro and the active function is sigmoid.
- 2009-10-29 13:36:48下载
- 积分:1
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Algorithm-collection
matlab算法大全,共有30种算法及程序,pdf格式,直接解压可读(Algorithm Daquan)
- 2016-12-15 20:48:02下载
- 积分:1
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code-and-data
基于SIMPLE 算法模拟平板间强制对流速度与温度场的matlab程序,并可分析怒谢尔数,传热系数(SIMPLE algorithm simulation based on forced convection between flat rate and temperature field matlab program, and the number of anger Rochelle, heat transfer coefficient)
- 2013-11-16 09:27:34下载
- 积分:1
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基于脸部动态特征的人脸表情识别程序
说明: 通过训练jaffe数据库,实现识别人脸高兴、惊讶、恐惧、生气等六种表情,并圈出。可调用电脑摄像头实时监测。内附有使用说明,可以使用。仅供学习参考。(Through training Jaffe database, six kinds of facial expressions, such as happiness, surprise, fear and anger, are recognized and circled. Real-time monitoring with a computer camera can be invoked. With instructions for use, it can be used. For learning reference only.)
- 2019-05-19 21:30:26下载
- 积分:1
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mohukongzhi
本人模糊控制的课堂作业,基于Sugeno(TSK)推理的模糊控制器(I am working class of fuzzy control, based on Sugeno (TSK) inference of the fuzzy controller)
- 2010-05-06 15:30:21下载
- 积分:1
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MATLAB_FD
整数规划的分枝定界法在MATLAB中的实现(integer programming branch of the profession in the realization of MATLAB)
- 2007-06-03 01:21:56下载
- 积分:1
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Ababoostdemo
ababoost级联分类器,通过一组弱分类器形成一个强分类器(cascade of classification)
- 2009-05-04 17:54:37下载
- 积分:1
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busexample
该程序模拟了一个39节点的电力系统线性状态估计,并假设每个节点都安装pmu装置。(The program simulates a 39 node linear power system state estimation, and assuming that each node installation pmu device.)
- 2020-11-02 21:29:54下载
- 积分:1
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EX3
duda 模式分类 第三章 上机练习代码(原创,不是网内流传的官方工具箱,比较全,大部分已调试)对应课后题的题号(Pattern Classification 2nd CH3 code practice )
- 2015-03-16 10:12:04下载
- 积分:1