-
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
-
mas
This circuit takes 10V trigger pulse to trigger a triac which connect the points A and B together. This circuit can be placed to almost any stroboscope ...
- 2010-11-14 02:39:38下载
- 积分:1
-
sdarticlesOFDM.tar
this is a file related to matlab simulation for OFDM system over additive white gaussian noise channels
- 2010-12-26 13:34:58下载
- 积分:1
-
VCM_Matlab_1.1.pdf
it will help the beginners to understand digital image processing using matlab
- 2012-01-24 19:58:36下载
- 积分:1
-
LMS
用matlab语言实现了实现了LMS算法,方法简单,易于实现理解(LMS algorithm using Matlab language, the method is simple, easy to implement understanding)
- 2012-09-07 19:02:16下载
- 积分:1
-
mlclass-ex1
机器学习_斯坦福大学2013课后作业
正在学习,作业联系可以参考(Machine learning _ Stanford University 2013 Homework
Are learning, you can refer to the operating contact)
- 2013-11-29 00:59:44下载
- 积分:1
-
Radial-Basis-Network
a radial basis function network is an artificial neural network that uses radial basis functions as activation functions.
- 2014-09-18 21:12:49下载
- 积分:1
-
PAPER2
基于自适应滤波的DPC-MAB+SAR方位向信号重建.pdf(SAR Azimuth Signal Reconstruction Based on Adaptive Filtering for the DPC-MAB SAR System)
- 2012-09-16 12:23:53下载
- 积分:1
-
Chapter5
现代通信系统matlab第五章基带数字传输源代码(Modern communications systems Chapter matlab source code baseband digital transmission)
- 2014-01-11 16:16:16下载
- 积分:1
-
Mroot_LinearSolver
改进平方根法求解对称正定线性方程组,用matlab编写,可以在一定程度上提高求解效率。其中MRoot_squaring.m为原做法,sparse_cmp.m为二维等带宽存储,Moot_zonal.m为二维等带宽存储的平方根法求解(To improve the square root method to solve symmetric positive definite system of linear equations using matlab to prepare, to a certain extent improve the efficiency of solving. MRoot_squaring.m which the original approach, sparse_cmp.m for the two-dimensional, such as memory bandwidth, Moot_zonal.m for the two-dimensional, such as the square root of bandwidth storage method)
- 2007-11-06 10:14:07下载
- 积分:1