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统计分析软件比较

统计分析软件比较
统计分析软件比较

R-Project

简介R is a language and environment for

statistical computing and graphics. It is a GNU project which is similar to the S language and environment which was developed at Bell Laboratories (formerly AT&T, now Lucent Technologies) by John Chambers and colleagues. R can be considered as a different implementation of S. There are some important differences, but much code written for S runs unaltered under R.

R provides a wide variety of statistical (linear and nonlinear modelling, classical statistical tests, time-series analysis, classification, clustering, ...) and graphical techniques, and is highly extensible. The S language is often the vehicle of choice for research in statistical methodology, and R provides an Open Source route to participation in that activity.

One of R's strengths is the ease with which well-designed publication-quality plots can be produced, including mathematical symbols and

类型开源截屏

特点侧重于广泛的统计学和图形展现,拥有自己的语言(R-Language),扩展行极强,其扩展包不断应用最新的统计技术,较SPSS在统计方法上更为先进.在研究领域应用更为广泛,知名度很高.

Revoluation Community Weka

Revolution R Community is Revolution Analytics' free distribution of the open source R programming language -- enhanced for users looking for faster performance and greater stability. It's perfect for learning R and basic analysis.Weka is a collection of machine learning algorithms for data mining tasks. The algorithms can either be applied directly to a dataset or called from your own Java code. Weka contains tools for data pre-processing, classification, regression, clustering, association rules, and visualization. It is also well-suited for developing new machine learning schemes.

Weka的全名是怀卡托智能分析环境(Waikato Environment for Knowledge Analysis),是一款免费的,非商业化(与之对应的是SPSS公司商业数据挖掘产品--Clementine )的,基于JAVA环境下开源的机器学习(machine learning)以及数据挖掘(data minining)软件。

开源+商业开源

基于R-Project开源项目的R-Language 开发了免费版和商业版,致力于为不同的用户提供不同的服务.

据文档介绍弥补了开源的不足,提升了R-Language的稳定性和计算性能.侧重于数据挖掘,一个数据挖掘算法集合,是SPSS Clementine的开源替代品.

有完整的UI,但没有脚本语言.

可以和Java代码有效的集成.

SPSS

SPSS是世界上最早采用图形菜单驱动界面的统计软件,他最突出的特点就是操作界面极为友好,输出结果美观漂亮。他将几乎所有的功能都以统一、规范的界面展现出来,使用Windows的窗口方式展示各种管理和分析数据方法的功能,对话框展示出各种功能选择项。用户只要掌握一定的Windows操作技能,粗通统计分析原理,就可以使用该软件为特定的科研工作服务。是非专业统计人员的首选统计软件。在众多用户对国际常用统计软件SAS、BMDP、GLIM、GENSTAT、EPILOG、MiniTab的总体印象分的统计中,其诸项功能均获得最高分。 SPSS采用类似EXCEL表格的方式输入与管理数据,数据接口较为通用,能方便的从其他数据库中读入数据。其统计过程包括了常用的、较为成熟的统计过程,完全可以满足非统计专业人士的工作需要。输出结果十分美观,存储时则是专用的SPO格式,可以转存为HTML格式和文本格式。对于熟悉老版本编程运行方式的用户,SPSS还特别设计了语法生成窗口,用户只需在菜单中选好各个选项,然后按“粘贴”按钮就可以自动生成标准的SPSS程序。极大的方便了中、高级用户。

商业

最早的具有图形界面的统计学软件,易于使用.

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