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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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2ASK
通信里的2ASK信号的产生及分析,很不错,经典实用(Communication in the 2ASK signal generation and analysis, very good, classic and practical)
- 2013-07-24 09:09:29下载
- 积分:1
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PhasePLockedPLoop
pll的封装模块主要有cppll,dpll,linearpll,powerpll.(Encapsulation of a PLL module,include:cppll,dpll,linearpll,powerpll and so on.)
- 2012-05-17 13:46:38下载
- 积分:1
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Simulink-DC-motor-speed
基于Matlab-Simulink仿真的双闭环直流调速系统的设计与研究 如题,设计要求、设计公式及计算过程比较清晰,格式也是按照标准设置的,正文限于公式编辑的格式,排版不是太完美(Design and Research of Matlab-Simulink simulation of double-loop DC speed control system, such as the title, design requirements, design formulas and calculation process is relatively clear, but also in accordance with the standards set by the format, text format is limited to a formula editing, typesetting is not perfect)
- 2014-01-16 21:09:02下载
- 积分:1
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DS_DWA
data weight averaging, use random code to minimize DAC noise in SDADC(we can use this toolbox(include simulink and matlab files) to study how the DEM function work)
- 2010-03-04 11:45:31下载
- 积分:1
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TMA1
抛物线拟合算法实现代码,已经通过测试可指直接运行(Parabola fitting algorithm code, has passed the tests can be run directly refers to)
- 2013-09-25 12:33:44下载
- 积分:1
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Matlab
关于Matlab的编程,由浅入深,很好的参考书,(On Matlab programming, Deep good reference book,)
- 2013-11-09 09:50:44下载
- 积分:1
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lagrange
拉格朗日插值代码,非常简洁的代码,适合学生作业及学习,(On Lagrange Interpolation code, the very concise of the code, suitable for students job and learning,)
- 2013-04-16 14:24:59下载
- 积分:1
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GA
遗传算法小程序供大家分享。。。。。。。。。。。。。。。。。。。。(Genetic algorithm code)
- 2013-12-18 20:39:19下载
- 积分:1
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35738641yalichuanggangqi
MATLAB 书籍与应用实例MATLAB 书籍与应用实例MATLAB 书籍与应用实例MATLAB 书籍与应用实例MATLAB 书籍与应用实例MATLAB 书籍与应用实例MATLAB 书籍与应用实例MATLAB 书籍与应用实例MATLAB 书籍与应用实例(MATLAB Applications MATLAB books and books and its application to MATLAB Applications MATLAB books and books and books with MATLAB Applications MATLAB Applications MATLAB and its application to books, books, and its application to MATLAB Applications MATLAB books and books and Applications)
- 2010-06-30 16:12:59下载
- 积分:1