{ "info": { "author": "Xueqin Wang, Wenliang Pan, Heping Zhang, Hongtu Zhu, Yuan Tian, Weinan Xiao, Chengfeng Liu, Ruihuang Liu, Jin Zhu, Yanhang Zhang", "author_email": "zhangyh93@mail2.sysu.edu.cn", "bugtrack_url": null, "classifiers": [ "Programming Language :: Python", "Programming Language :: Python :: 3.5", "Programming Language :: Python :: 3.6", "Programming Language :: Python :: 3.7", "Topic :: Scientific/Engineering", "Topic :: Scientific/Engineering :: Bio-Informatics", "Topic :: Scientific/Engineering :: Information Analysis" ], "description": "Ball Statistics\n================\n\nIntroduction\n------------\nThe fundamental problems for data mining and statistical analysis are:\n\n- Whether distributions of two samples are distinct?\n\n- Whether two random variables are dependent?\n\n**Ball** package provides solutions for these issues. Moreover, a\nvariable screening (or feature screening) procedure is also implemented\nto tackle ultra high dimensional data. The core functions in **Ball**\npackage are **bd_test**, **bd**, **bcov_test**, **bcov**, **bcorsis** and\n**bcor**.\n\nThese functions based on ball statistic have several advantages:\n\n- It's applicable to univariate and multivariate data in Banach space.\n\n- There is no need for moment assumption, which means that outliers and\n heavy-tail data are no longer a problem.\n\n- They perform well in many setting without complex adjustments for\n parameters.\n\nParticularly, for two-sample or K-sample problem, **bd_test** has been\nproved to cope well for imbalanced data, and **bcov_test** and\n**bcorsis** work well for detecting the relationship between complex\nresponses and/or predictors, such as shape, compositional as well as\ncensored data.\n\nInstall instructions\n--------------------\nWe recommend that compile C++ files by gcc instead of Visual Studio.\nYou could download MinGW (https://sourceforge.net/projects/mingw/) and then\nadd the path ``MinGW/bin`` to system environment variable \"path\".\n\nAnaconda3 is needed, and the version should be greater than 3.4. 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