
Data Mining Related Teaching Resources such as PPT's, Notes, Quizzes, Video Lessons, Applets. To Go To Main Resource Page
Data Mining Research Data SetsUseful Video Lessons
Video Lessons developed by me on Weka. You may find Weka SW also there. Enjoy
Useful Teaching Applets

Mining Massive RFID, Trajectory, and Traffic Data Sets
Jiawei Han, JaeGil Lee, Hector Gonzalez, Xiaolei Li
2 videos
 Binomial Distribution
 Occams Razor
 Principal Component Analysis Applet
 Some other Nearest Neighbour rules related applets
 Adaptive Principal Component Extraction
 PCA From other Learning Procedures
 Perceptron Learning
 Perceptron Learning
 Radial Basis Functions
 Gaussian Mixture Model
 Competetive Learning
 Support Vector Machines
 Multilayer Perceptron with binary input
 Multilayer Perceptron with Bipolar input
 Prediction with Multilayer Perceptron
 OCR with Multilayer Pereceptron
 Backpropagation for Function Approximation
 Factor Reduction
 Least Squares Fitting
 Logistic regression
 Adaboost
 EM Algorithm
 Decision Surfaces in Knn Algorithm
 PCA Applet
 Bayesian Belief Networks
 Decision Tress
 Constraint Based Minimizaion
 Neural Networks
 Hidden Markov Models
 A Novel SOMbased approach for text mining
 JavaBayes
 Linear Programming Solution
 Linear Programming
 LP solver of Any Dimesion
 SVM
 Applet for PR
 Classifier
 Regression Applet
 SVM
 IEEE Resources
 DELTA RULE APPLET)
 Mixture Models
 Text classification Applet
 Text classification Applet
 1D SVM Regression
 SVM Applet
 Hierarchical Clustering Algorithm
 Fuzzy C Means Algorithms
 Another KMeanss Applet With different distance metrics options
 KNN Applet with multiple groups Ability
 Competetive Learning
 KMeans Clustering
 Bayesian Classifier
 Linear Classifier
 An Applet for Hypothesis Testing
 Simple 1D Classification Applet
 Local Boosting Algorithms
 Pattern Recognition Applet with many classification algorithms
 SVM Applet
 Kohonen Maps
 Application of Normal Distribution
 Self Organising Maps
 ANOVA Apllet
 Correlation and Slope Intercept
 2D Principal Componenets
 Least Absolute Deviation Regression
 Multicolinearity
 Polynomial Regression
 COBWEB DEMO
 Version State Demo Applet
 Kernel Regression
 Minimum Spanning Tree Clustering
 Hypervolume Clustering Methods
 Genertic Algorithms
 Nearest Neighbour Applet
 Nearest Neighbour Classification
 Gaussian Process regression
 various Statistics tests such as ttest, Kolmogrov test, Chi Square testing,ANOVA test
 Least Squares Fitting
 Normal Distribution
 ZScores Demo.
 Normal Tables Demo
 Regression
 Central Limit Theorem Applet
 Bayesian Applet This applet is
very attractive as it allows us to see the classes and how decision surface will effect with
the change in their variance.
 Change X and Y standard deviations of class 1 and see how decision surface changes.
 Change X and Y standard deviations of class 2 and see how decision surface changes.
 Change X and Y standard deviations of class 1&2 such that they overlap and see how decision surface changes.
 Bayes Applet for Discrete Attributes.
Competitive Learning
 Elastic Net for TSP
SOM and elastic nets can be regarded as competitive learning with a topological constraint.
TSP is the most notorious one in the NPcomplete problems.
The definition is simple: Find the shortest closedpath through all points.
(You can also see it here.)
 Neural Competitive Models Demo
Comparison between various kinds of competitive learning with topology reformation.
 Bayesian SelfOrganizing Maps (BSOM)
SOM as a statistical model. Learning is regarded as an estimation algorithm for its parameters.
Hyperparameters also are estimated. Ultimately a probability densty function for data is estimated.
Backpropagation Learning
Neural Nets for Constraint Satisfaction and Optimization
Other Neural Networks
Artificial Life
Genetic Algorithm
Biomorph & Lsystem
Life Game
Boid
Other AL
AL collection
Other Related Applets

