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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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MSE_compare
基于LS和MMSE算法实现信道估计,采用块序列(Based on LS and MMSE algorithm, realized channel estimation )
- 2010-10-19 19:50:05下载
- 积分:1
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GSO
通过此代码实现萤火虫算法仿真,改变函数,即可实现不同的函数结果。(This code implements the firefly algorithm simulation, change the function, you can achieve different function results.)
- 2012-03-30 15:10:21下载
- 积分:1
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Writing-S-Functions
Matlab中C语言编写S函数的手册,英文版!(Matlab C S-Function.)
- 2012-07-16 11:29:15下载
- 积分:1
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Ising-Model
利用此程序可以模拟二维Ising模型,并且利用了统计平均得思想,可以找到系统能量,磁化强度,磁化率以及热容的相变点(Ising model)
- 2014-01-20 12:41:44下载
- 积分:1
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matlab
在数字通信系统中,滤波器是其中重要部件之一, 滤波器特性的选择直接影响数字信号的恢复。在数字信号接收中, 滤波器的作用有两个方面,第一是使滤波器输出有用信号成分尽可能强;第二是抑制信号带外噪声,使滤波器输出噪声成分尽可能小,减小噪声对信号判决的影响。
(In digital communication system, the filter is one of the important components of the filter characteristics of the choice of a direct impact on digital signal recovery. In the digital signal receiver, the filter s role is twofold, first is to filter the output useful signal components strong as possible the second is the signal-band noise suppression, so that filter output noise components as small as possible, reducing the noise on the signal the impact of decision.)
- 2008-01-03 16:08:59下载
- 积分:1
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Geometricimageoperations
图像的几何操作:图像旋转,图像剪切,包括旋转角度。(Geometric image operations: image rotation, image shearing, including rotation.)
- 2009-04-19 16:52:59下载
- 积分:1
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relaxation---matlab-instructions
this npdf gives a good knowledge about using matlab for numerical analysis methods...
- 2011-05-12 17:17:19下载
- 积分:1
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B-G-curve
换能器导纳图绘制函数,需要自备换能器导纳数据,代入即可(Transducer admittance mapping function, you need to bring their own transducer admittance data can be substituted into)
- 2013-09-15 09:11:42下载
- 积分:1
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matlab70primero
matlab para iniciarse
- 2012-05-30 06:34:23下载
- 积分:1