文件名称:minepy-1.2.0
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MIC(Maximal information coefficient)一个很神奇的东西,源自于2011年发在sicence上的一个论文。
学过统计的都知道,有相关系数这么一个东西,通常叫做r。但是其实应该叫做线性相关系数,应用领域还是很窄的。而MIC这个东西呢,首先比较general,不管是什么函数关系,都可以识别,换句话说,正弦函数和双曲线函数和直线,对这个系数而言是一样的。此外还有一点,那就是,如果没有噪音的直线关系和没有噪音的正弦函数关系,他们的MIC都是1,加上相同的噪音之后,如果线性关系的MIC变成0.7了,那么正弦函数关系的MIC也变成0.7,换句话说,噪音对MIC造成的影响与变量之间的函数关系无关。当然这一论证在一篇论文中被反驳了,或者说部分反驳了。(MIC (Maximal information coefficient) is a wonderful thing, derived from a paper that was posted on sicence in 2011.
Statistics have been known, there is a correlation coefficient such a thing, usually called R. But it should be called linear correlation coefficient, and the application field is very narrow. And MIC this thing, first of all compare general, no matter what function relationship can be identified, in other words, sine function and hyperbola function and straight line, for this coefficient is the same. In addition to a point, that is, if there is no noise and no linear relationship between the noise of the sine function, they are 1 MIC, with the same noise, if the linear relationship between the MIC into 0.7, then the sine function MIC into 0.7, in other words, independent function relationship between variables and influence the noise of MIC caused by the. Of course, the argument was refuted or partly refuted in a paper.)
学过统计的都知道,有相关系数这么一个东西,通常叫做r。但是其实应该叫做线性相关系数,应用领域还是很窄的。而MIC这个东西呢,首先比较general,不管是什么函数关系,都可以识别,换句话说,正弦函数和双曲线函数和直线,对这个系数而言是一样的。此外还有一点,那就是,如果没有噪音的直线关系和没有噪音的正弦函数关系,他们的MIC都是1,加上相同的噪音之后,如果线性关系的MIC变成0.7了,那么正弦函数关系的MIC也变成0.7,换句话说,噪音对MIC造成的影响与变量之间的函数关系无关。当然这一论证在一篇论文中被反驳了,或者说部分反驳了。(MIC (Maximal information coefficient) is a wonderful thing, derived from a paper that was posted on sicence in 2011.
Statistics have been known, there is a correlation coefficient such a thing, usually called R. But it should be called linear correlation coefficient, and the application field is very narrow. And MIC this thing, first of all compare general, no matter what function relationship can be identified, in other words, sine function and hyperbola function and straight line, for this coefficient is the same. In addition to a point, that is, if there is no noise and no linear relationship between the noise of the sine function, they are 1 MIC, with the same noise, if the linear relationship between the MIC into 0.7, then the sine function MIC into 0.7, in other words, independent function relationship between variables and influence the noise of MIC caused by the. Of course, the argument was refuted or partly refuted in a paper.)
相关搜索: MIC
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下载文件列表
minepy-1.2.0
minepy-1.2.0\.gitignore
minepy-1.2.0\.travis.yml
minepy-1.2.0\CHANGES.rst
minepy-1.2.0\INSTALL.rst
minepy-1.2.0\MANIFEST.in
minepy-1.2.0\README.rst
minepy-1.2.0\compile_pyx.sh
minepy-1.2.0\docs
minepy-1.2.0\docs\Makefile
minepy-1.2.0\docs\make.bat
minepy-1.2.0\docs\source
minepy-1.2.0\docs\source\application.rst
minepy-1.2.0\docs\source\conf.py
minepy-1.2.0\docs\source\cpp.rst
minepy-1.2.0\docs\source\details.rst
minepy-1.2.0\docs\source\images
minepy-1.2.0\docs\source\images\alg1.png
minepy-1.2.0\docs\source\images\alg2.png
minepy-1.2.0\docs\source\images\power.pdf
minepy-1.2.0\docs\source\images\power.png
minepy-1.2.0\docs\source\images\relationships.eps
minepy-1.2.0\docs\source\images\relationships.png
minepy-1.2.0\docs\source\index.rst
minepy-1.2.0\docs\source\install.rst
minepy-1.2.0\docs\source\libmine.rst
minepy-1.2.0\docs\source\matlab.rst
minepy-1.2.0\docs\source\python.rst
minepy-1.2.0\examples
minepy-1.2.0\examples\c_conv_example.c
minepy-1.2.0\examples\c_example.c
minepy-1.2.0\examples\cpp_example.cpp
minepy-1.2.0\examples\cpp_example2.cpp
minepy-1.2.0\examples\matlab_example.m
minepy-1.2.0\examples\power.pdf
minepy-1.2.0\examples\power.py
minepy-1.2.0\examples\python_conv_example.py
minepy-1.2.0\examples\python_example.py
minepy-1.2.0\examples\python_example2.py
minepy-1.2.0\examples\relationships.py
minepy-1.2.0\gpl-3.0.txt
minepy-1.2.0\libmine
minepy-1.2.0\libmine\cppmine.cpp
minepy-1.2.0\libmine\cppmine.h
minepy-1.2.0\libmine\mine.c
minepy-1.2.0\libmine\mine.h
minepy-1.2.0\matlab
minepy-1.2.0\matlab\mine.m
minepy-1.2.0\matlab\mine_mex.c
minepy-1.2.0\minepy
minepy-1.2.0\minepy\__init__.py
minepy-1.2.0\minepy\mine.c
minepy-1.2.0\minepy\mine.pyx
minepy-1.2.0\minepy\scripts
minepy-1.2.0\minepy\scripts\mine
minepy-1.2.0\requirements.txt
minepy-1.2.0\setup.py
minepy-1.2.0\tests
minepy-1.2.0\tests\minepy_test.py
minepy-1.2.0\.gitignore
minepy-1.2.0\.travis.yml
minepy-1.2.0\CHANGES.rst
minepy-1.2.0\INSTALL.rst
minepy-1.2.0\MANIFEST.in
minepy-1.2.0\README.rst
minepy-1.2.0\compile_pyx.sh
minepy-1.2.0\docs
minepy-1.2.0\docs\Makefile
minepy-1.2.0\docs\make.bat
minepy-1.2.0\docs\source
minepy-1.2.0\docs\source\application.rst
minepy-1.2.0\docs\source\conf.py
minepy-1.2.0\docs\source\cpp.rst
minepy-1.2.0\docs\source\details.rst
minepy-1.2.0\docs\source\images
minepy-1.2.0\docs\source\images\alg1.png
minepy-1.2.0\docs\source\images\alg2.png
minepy-1.2.0\docs\source\images\power.pdf
minepy-1.2.0\docs\source\images\power.png
minepy-1.2.0\docs\source\images\relationships.eps
minepy-1.2.0\docs\source\images\relationships.png
minepy-1.2.0\docs\source\index.rst
minepy-1.2.0\docs\source\install.rst
minepy-1.2.0\docs\source\libmine.rst
minepy-1.2.0\docs\source\matlab.rst
minepy-1.2.0\docs\source\python.rst
minepy-1.2.0\examples
minepy-1.2.0\examples\c_conv_example.c
minepy-1.2.0\examples\c_example.c
minepy-1.2.0\examples\cpp_example.cpp
minepy-1.2.0\examples\cpp_example2.cpp
minepy-1.2.0\examples\matlab_example.m
minepy-1.2.0\examples\power.pdf
minepy-1.2.0\examples\power.py
minepy-1.2.0\examples\python_conv_example.py
minepy-1.2.0\examples\python_example.py
minepy-1.2.0\examples\python_example2.py
minepy-1.2.0\examples\relationships.py
minepy-1.2.0\gpl-3.0.txt
minepy-1.2.0\libmine
minepy-1.2.0\libmine\cppmine.cpp
minepy-1.2.0\libmine\cppmine.h
minepy-1.2.0\libmine\mine.c
minepy-1.2.0\libmine\mine.h
minepy-1.2.0\matlab
minepy-1.2.0\matlab\mine.m
minepy-1.2.0\matlab\mine_mex.c
minepy-1.2.0\minepy
minepy-1.2.0\minepy\__init__.py
minepy-1.2.0\minepy\mine.c
minepy-1.2.0\minepy\mine.pyx
minepy-1.2.0\minepy\scripts
minepy-1.2.0\minepy\scripts\mine
minepy-1.2.0\requirements.txt
minepy-1.2.0\setup.py
minepy-1.2.0\tests
minepy-1.2.0\tests\minepy_test.py
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