Intelligent numerical Analysis

l Course Outline

l Rossenblatt's perceptrons A probabilistic model

l Potts perceptrons

ü Multilayer Potts Perceptrons With Levenberg–Marquardt Learning

ü Learning multilayer potts perceptrons for blind deconvolution 中國統計學報

l Mahalanobis-NRBF modules

ü Prediction of chaotic future

ü Annealed cooperative–competitive learning of Mahalanobis-NRBF neural modules for nonlinear and chaotic differential function approximation

l FAgadaline.pdf

l Sudoku Associative memory

l Annealed Kullback-Leibler divergence minimization

l Set-Valued functional neural mapping

l ICA based on marginal density estimation using weighted Parzen windows

l ART, ICA, SOM, NAM, No-prop

l Introduction

l Independent component analysis note

ü JadeICA

ü FastICA

ü Sound_obs

ü real_mixture_sound1.wav real_mixture_sound2.wav real_mixture_sound.rar

ü rss_mA.wav rss_mB.wav ic_a.wav ic_b.wav

l Fetal ECG extraction by independent component analysis pdf exercise 2012

ü demo

ü Matlab datafile of mixed facial images

ü Show face image　

ü MECG

ü Artificially created MECG

ü Microphone 1  Microphone 2

l Nonlinear independent component analysis pdf 20120326note1

ü Nonlinear ICA.pdf

l Classification

ü Discriminant analysis

20120402note1 20140402note2

20120409exercise 20120409code

² PottsNDA.pdf

² PottsNDA.exe PottsNDA.ctf extractCTF.exe

² PottsNDA.rar

² data.rar

l Function Approximation pdf

ü Plot a 2-D function

ü fa1.m fit_HP.m fa2.m

ü NNSYSID toolbox

ü noisescan

l Radial basis functions pdf

ü Raetsch RBF Group

l Classification of hill-valley patterns 20120416checkpoints

l demo_hill_valley.m

l PenWritten

ü 20120507 note

ü Pen_writting.rar pen writting3.rar read_data.rar

ü demo1_track2.m

ü a&b

ü gen_module.m

l Dimensionality Reduction

l Lattice-connected Gaussian Mixtures

l ISOMAP for Dimensionality Reduction

l Final report template

l Principle Component Analysis pdf

ü pca

ü 20120514 note

ü 20120521 note

l Gene Clustering pdf

ü Yeast gene expression

ü MATLAB Clustering

ü Data: data_9  data_25 

ü an_kmeans.m cross_dis.m

ü Data yeast_822.rar

l Breast Cancer Diagnosis pdf

² breast_train.dat

² breast_test.dat

² demo.m

² Machine learning for Cancer Diagnosis and Prognosis

² - Remote breast cancer diagnosis system

ü Nearest classifier for face recognition pdf

² facial_pca.rar

² face database

² get faces

² training and testing sets

l Cancer classification based on microarray gene expression pdf

ü SRBCT

ü Data gene matrix category

ü Source

l Colon cancer classification

ü Data gene matrix category

ü Source

l Genes screened for colon cancer diagnosis

l Final projects FA_based_on_kmeans

l MATLAB Neural Networks Toolbox