Software

CUDIA: Cross-level Imputation Click to Expand

Cluster Analysis and Cluster Ensemble Click to Expand

  • Code Download
  • Related Paper
    Cluster Ensembles -- A Knowledge Reuse Framework for Combining Partitionings
    A. Strehl and J. Ghosh
    JMLR Vol. 3 No. 3 pp. 583-617 2002
    PDF Abstract

Bregman Co-clustering code in Matlab Click to Expand

  • Bregman Co-clustering Matlab code written by Srujana Merugu and Arindam Banerjee
    Code Download
  • Related Paper
    A Generalized Maximum Entropy to Bregman Co-clustering and Matrix Approximation
    A. Banerjee and I. Dhillon and J. Ghosh and S. Merugu and D. Modha
    JMLR Vol. 8 No. pp. 1919-1986 (Eds) 2007
    PDF

Principal Surface Click to Expand

Binary Hierarchical and Pairwise Classifier Click to Expand

  • A Matlab package that includes BHC and BPC algorithms. Originally by Alex Henneguelle, updated by Suju Rajan and Goo Jun.
    Package Download
  • Related Paper
    Exploiting Class Hierarchies for Knowledge Transfer in Hyperspectral Data
    S. Rajan, J. Ghosh, and M. M. Crawford
    IEEE Trans. on Geosci. and Remote Sens Vol. 44, No. 11, pp. 3408-3417, 20
    PDF

Gene DIVER Click to Expand

  • Gene DIVER v1.02 (Gene Density Interactive Visual ExplorER) - developed by Gunjan Gupta
  • Datasets
  • Related Paper
    Clustering on the Unit Hypersphere using von Mises-Fisher Distributions
    A. Banerjee, I. S. Dhillon, J. Ghosh, and S. Sra
    JMLR 6(Sep):1345--1382, 2005
    PDF Abstract

HMMs and Coupled HMMs for Multi-channel EEG classification Click to Expand

  • Matlab Scripts Download
  • Related Paper
    HMMs and Coupled HMMs for Multi-channel EEG Classification
    S. Zhong and J. Ghosh
    Proc. IJCNN'02, Honolulu pp. 1154-59 2002
    PDF

Model-based Document Clustering Click to Expand

  • Matlab Scripts Download
    - Read README file in the package first
  • Dataset (16MB)
    - Each dataset contains a sparse document-term matrix and a class label vector that can be read into Matlab directly using 'load datasetname'
  • Related Paper
    A Unified Framework for Model-based Clustering
    S. Zhong and J. Ghosh
    JMLR Vol. 4 pp. 1001-1037 2003
    PDF Abstract

Weighted Sequence Clustering Click to Expand

  • Code Download
  • README
  • Related Paper
    Clickstream Clustering using Weighted Longest Common Subsequences
    A. Banerjee and J. Ghosh
    Workshop on Web Mining: 1st SIAM Conference on Data Mining Vpp. 33-40 2001

Code Structurally Adaptive Mixtures of Experts Code (see papers co-authored with V. Ramamurti) Click to Expand