python-mlpy

high-performance Python package for predictive modeling


mlpy provides high level procedures that support, with few lines of code, the design of rich Data Analysis Protocols (DAPs) for preprocessing, clustering, predictive classification and feature selection. Methods are available for feature weighting and ranking, data resampling, error evaluation and experiment landscaping.

mlpy includes: SVM (Support Vector Machine), KNN (K Nearest Neighbor), FDA, SRDA, PDA, DLDA (Fisher, Spectral Regression, Penalized, Diagonal Linear Discriminant Analysis) for classification and feature weighting, I-RELIEF, DWT and FSSun for feature weighting, *RFE (Recursive Feature Elimination) and RFS (Recursive Forward Selection) for feature ranking, DWT, UWT, CWT (Discrete, Undecimated, Continuous Wavelet Transform), KNN imputing, DTW (Dynamic Time Warping), Hierarchical Clustering, k-medoids, Resampling Methods, Metric Functions, Canberra indicators.

Related packages: python-mlpy-doc, python-mlpy-lib


Maintainer information

This software package is maintained for (Neuro)Debian by the follow individuals and/or groups:

Maintainer avatar
NeuroDebian Team
Maintainer avatar
Yaroslav Halchenko
Maintainer avatar
Michael Hanke

In order to get support, or to get in touch with a maintainer, please click the ‘Help’ button at the top of the page.

Advanced user information

Version control system available: Browse sources

Package availability chart
Distribution Base version Our version Architectures
Debian GNU/Linux 6.0 (squeeze) 2.2.0~dfsg1-2 2.2.0~dfsg1-1~squeeze.nd1 i386, amd64, sparc
Debian GNU/Linux 7.0 (wheezy) 2.2.0~dfsg1-2    
Debian GNU/Linux 8.0 (jessie) 2.2.0~dfsg1-2.1    
Debian testing (stretch) 2.2.0~dfsg1-2.1    
Debian unstable (sid) 2.2.0~dfsg1-2.1    
Ubuntu 10.04 LTS “Lucid Lynx” (lucid) 2.1.0~dfsg1-2 2.2.0~dfsg1-1~lucid.nd1 i386, amd64
Ubuntu 12.04 LTS “Precise Pangolin” (precise) 2.2.0~dfsg1-2build2    
Ubuntu 14.04 “Trusty Tahr” (trusty) 2.2.0~dfsg1-2.1    
Ubuntu 14.10 “Utopic Unicorn” (utopic) 2.2.0~dfsg1-2.1    
Ubuntu 15.04 “Vivid Vervet” (vivid) 2.2.0~dfsg1-2.1    
The source code for this portal is licensed under the GPL-3 and is available on GitHub.