EE4389/8591: Software

For any issues with the software usage, please contact
Sauptik Dhar dharx007_at_umn.edu.

Clustering and dimensionality reduction

• Generalized Lioyd Algorithm (GLA) or K-Means Clustering
  available in STPRTool

• Self Organizing Maps (SOM)
  available in SOM package

Classification

• K Nearest Neighbor Classification (kNN)
  available in STPRTool

• Fischer's Linear Discriminant Analysis (FDA)
  available in STPRTool

• Quadratic Decision Boundary
  available in STPRTool

• Support Vector Classifiers
  available in STPRTool

• Classification and Regression Trees (CART)
  available in Matlab

• Cost-Sensitive SVM Classification

Regression

• Non Adaptive Methods or Linear Estimators
  available in Linear Regression package

• Adaptive Methods
  available in XTAL

• Classification and Regression Trees (CART)
  available in Matlab

• Support Vector Regression
  available in LibSVM

• Wavelet Denoising

Documentation

• Double resampling procedure