软件包：libshogun16（3.2.0-8 以及其他的）
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.
其他与 libshogun16 有关的软件包
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- dep: libarpack2 (>= 2.1)
- Fortran77 subroutines to solve large scale eigenvalue problems
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- dep: libatlas3-base [除 armhf]
- Automatically Tuned Linear Algebra Software, generic shared
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- dep: libblas3 [armhf]
- Basic Linear Algebra Reference implementations, shared library
- 或者 libblas.so.3
- 本虚包由这些包填实： libatlas3-base, libblas3, libblis2-openmp, libblis2-pthread, libblis2-serial, libopenblas-base
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- dep: libbz2-1.0
- 高品质块排序文件压缩程序库 - 运行时库
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- dep: libc6 (>= 2.27)
- GNU C 语言运行库：共享库
同时作为一个虚包由这些包填实： libc6-udeb
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- dep: libcolpack0v5
- Specialized graph vertex coloring library, shared library
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- dep: libcurl3-gnutls (>= 7.16.2)
- easy-to-use client-side URL transfer library (GnuTLS flavour)
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- dep: libgcc1 (>= 1:4.0) [amd64, armhf]
- GCC 支持库
- dep: libgcc1 (>= 1:4.2) [arm64, i386]
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- dep: libglpk40 (>= 4.59)
- linear programming kit with integer (MIP) support
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- dep: libgomp1 (>= 4.9)
- GCC OpenMP（GOMP）支持库
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- dep: libhdf5-103
- Hierarchical Data Format 5 (HDF5) - runtime files - serial version
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- dep: libjson-c3 (>= 0.10)
- JSON manipulation library - shared library
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- dep: liblapack3
- Library of linear algebra routines 3 - shared version
- 或者 liblapack.so.3
- 本虚包由这些包填实： libatlas3-base, liblapack3, libopenblas-base
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- dep: liblzma5 (>= 5.1.1alpha+20120614)
- XZ 格式压缩库
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- dep: liblzo2-2
- 数据压缩程序库
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- dep: libnlopt0 (>= 2.2.4)
- nonlinear optimization library
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- dep: libprotobuf17
- protocol buffers C++ library
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- dep: libsnappy1v5
- fast compression/decompression library
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- dep: libstdc++6 (>= 5.2)
- GNU 标准 C++ 库，第3版
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- dep: libsz2
- Adaptive Entropy Coding library - SZIP
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- dep: libxml2 (>= 2.7.4)
- GNOME XML 库
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- dep: zlib1g (>= 1:1.1.4)
- 压缩库 - 运行时