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Paketti: libshogun16 (3.2.0-7.5)

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 is the core library with the machine learning methods and ui helpers all interfaces are based on.

Muut pakettiin libshogun16 liittyvät paketit

  • depends
  • recommends
  • suggests
  • dep: libarpack2 (>= 2.1)
    Fortran77 subroutines to solve large scale eigenvalue problems
  • dep: libatlas3-base
    Automatically Tuned Linear Algebra Software, generic shared
  • dep: libbz2-1.0
    high-quality block-sorting file compressor library - runtime
  • dep: libc6 (>= 2.23)
    GNU C Library: Shared libraries
    myös näennäispaketti, jonka toteuttaa libc6-udeb
  • dep: libcolpack0v5
    Specialized graph vertex coloring library, shared library
  • dep: libcurl3-gnutls (>= 7.16.2)
    easy-to-use client-side URL transfer library (GnuTLS flavour)
  • dep: libgcc1 (>= 1:4.0) [amd64]
    GCC support library
    dep: libgcc1 (>= 1:4.2) [i386]
  • dep: libglpk40 (>= 4.59)
    linear programming kit with integer (MIP) support
  • dep: libgomp1 (>= 4.9)
    GCC OpenMP (GOMP) support library
  • dep: libhdf5-100
    Hierarchical Data Format 5 (HDF5) - runtime files - serial version
  • dep: libjson-c3 (>= 0.10)
    JSON manipulation library - shared library
  • dep: liblapack3
    Library of linear algebra routines 3 - shared version
    tai liblapack.so.3
    näennäispaketti, jonka toteuttaa libatlas3-base, liblapack3, libopenblas-base
  • dep: liblzma5 (>= 5.1.1alpha+20120614)
    XZ-format compression library
  • dep: liblzo2-2
    data compression library
  • dep: libnlopt0 (>= 2.2.4)
    nonlinear optimization library
  • dep: libprotobuf10
    protocol buffers C++ library
  • dep: libsnappy1v5
    fast compression/decompression library
  • dep: libstdc++6 (>= 5.2)
    GNU Standard C++ Library v3
  • dep: libxml2 (>= 2.7.4)
    GNOME XML library
  • dep: zlib1g (>= 1:1.1.4)
    compression library - runtime

Imuroi libshogun16

Imurointi kaikille saataville arkkitehtuureille
Arkkitehtuuri Paketin koko Koko asennettuna Tiedostot
amd64 2,817.0 kt14465 kt [tiedostoluettelo]
i386 2,785.5 kt13895 kt [tiedostoluettelo]