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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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bpsk14
本课题为给语音识别系统提供语音信号端点检测的功能,对语音信号端点检测进行了探讨和研究,主要是侧重语音区间的端点检测...(附软件源码)(Voice Active Detection (VAD) is discussed in this project. Detection between speech section and speechless section and emphasized.(code available).)
- 2009-05-04 23:21:39下载
- 积分:1
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RobustPControlPwithPMatlabPCode
matlab程序,用mfile编写的鲁棒控制程序(matlab program, written with mfile robust control procedures)
- 2011-10-20 10:00:36下载
- 积分:1
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inpainting
For using this code need to use signal toolbox and general toolbox in your matlab
Inpainting using sparse regularization. Consider the pepper image with many missing
pixels.
Assume that the image is noisy-free.
(a) Inpaint the image by using orthogonal wavelet sparsity.
(b) Inpaint the image by using a different sparsity prior.
Based on the outputs, it is clear that the inpainting result obtain by Sobolev is much better than
other methods (i.e. Orthogonal wavelet sparsity and Invariant wavelet sparsity).
- 2013-12-11 17:30:22下载
- 积分:1
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juleiseg
基于matlab的彩色图像分割,利用k聚类算法(Matlab-based color image segmentation, clustering algorithm using k)
- 2009-04-16 22:17:23下载
- 积分:1
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kalmanfiltering
说明: Kalman 滤波实际应用,对于初学者来说是一份非常好的学习参考资料,呵呵!(The practical application of Kalman filtering, for beginners is a very good learning references, Ha ha!)
- 2011-04-01 21:24:31下载
- 积分:1
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matlab6.xsignalprocessing
该书详细介绍了如何使用Matlab提供的信号处理工具箱函数进行信号处理,并通过大量的实例,说明了用Matlab进行信号处理的方法。(The book details how to use the Matlab Signal Processing Toolbox provides functions for signal processing, and through a large number of examples to illustrate the use of Matlab for signal processing method.)
- 2007-10-24 11:23:13下载
- 积分:1
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imgadq
simple matches features
- 2011-07-28 05:19:23下载
- 积分:1
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matlabsingal
matlab有关信号处理方面的资料,可作为相关人员的参考资料,对信号处理方面有一定的帮助(matlab signal processing, can be used as a reference personnel, signal processing help)
- 2012-10-28 22:40:53下载
- 积分:1
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interpolationslgrithm
matlab常用插值算法源代码,内有本人编写的和下载的程序()
- 2007-08-22 15:26:26下载
- 积分:1