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Open-source Code

This page contains links to open-source code written by members of the group or our collaborators.


Kernel Density Estimation (KDE) Toolbox for Matlab
  • Kernel density estimation and many related problems
  • KD-tree data structures for fast spatial computations
  • Includes products of Gaussian mixtures, for NBP

Nonparametric Belief Propagation
  • Example NBP Code by Danny Bickson
    • Uses KDE Toolbox; sample applications from low-density lattice decoding (LDLC), multiuser detection, fault identification and compressive sensing.

Adaptive Inference in Factor Trees, for Matlab
  • Efficient incorporation of model changes into a tree-structured factor graph
  • Model updates take O(log n) time each
  • Query marginal distributions in O(log n) time; maintain MAP configurations in O(d log n/d) time, where d is the number of changes in the configuration.

Markov-modulated Poisson processes for event detection in count data
  • Mote count sensors


  • Mutual information-based learning
Last modified August 19, 2009, at 05:05 PM
Bren School of Information and Computer Science
University of California, Irvine