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[ Source: python-shogun  ]

Package: python-shogun (3.2.0-4 and others)

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Large Scale Machine Learning Toolbox

SHOGUN - is a new machine learning toolbox with focus on large scale kernel methods and especially on Support Vector Machines (SVM) with focus to bioinformatics. It provides a generic SVM object interfacing to several different SVM implementations. Each of the SVMs can be combined with a variety of the many kernels implemented. It can deal with weighted linear combination of a number of sub-kernels, each of which not necessarily working on the same domain, where an optimal sub-kernel weighting can be learned using Multiple Kernel Learning. Apart from SVM 2-class classification and regression problems, a number of linear methods like Linear Discriminant Analysis (LDA), Linear Programming Machine (LPM), (Kernel) Perceptrons and also algorithms to train hidden markov models are implemented. The input feature-objects can be dense, sparse or strings and of type int/short/double/char and can be converted into different feature types. Chains of preprocessors (e.g. substracting the mean) can be attached to each feature object allowing for on-the-fly pre-processing.

SHOGUN comes in different flavours, a stand-a-lone version and also with interfaces to Matlab(tm), R, Octave, Readline and Python. This package contains the static and the modular Python interfaces.

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Download python-shogun

Download for all available architectures
Architecture Version Package Size Installed Size Files
amd64 3.2.0-4 3,385.6 kB19,018.0 kB [list of files]
armel 3.2.0-4 3,035.7 kB18,360.0 kB [list of files]
armhf 3.2.0-4 3,053.5 kB14,376.0 kB [list of files]
i386 3.2.0-4 3,230.5 kB17,294.0 kB [list of files]
mips 3.2.0-4 2,360.5 kB29,264.0 kB [list of files]
mipsel 3.2.0-4 2,405.7 kB29,264.0 kB [list of files]
powerpc 3.2.0-4 3,013.9 kB26,032.0 kB [list of files]
s390x 3.2.0-4+b1 3,296.8 kB23,099.0 kB [list of files]