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
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| 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.
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| 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.
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| Markov-modulated Poisson processes for event detection in count data
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- Mutual information-based learning