R与SAS、SPSS之比较

表:R与SAS、SPSS之比较

主题

SAS产品线

SPSS产品线

R语言相关包

高级模块

SAS/STAT®

SPSS Advanced Models™

stat, MASS及众多扩展包

基础模块

SAS®

SPSS Base™

R

联合分析

SAS/STAT®: Transreg

SPSS Conjoint™

homals, psychoR , bayesm

对应分析

SAS/STAT®: Corresp

SPSS Categories™

homals, MASS, FactoMineR
ade4, PTAk, cocorresp, vegan, made4, PsychoR

自定义表格

SAS Base® Report、SQL, Tabulate

SPSS Custom Tables™

reshape

数据接口

SAS/ACCESS®

SPSS Data Access Pack™

DBI, foreign, RODBC

数据挖掘

Enterprise Miner™

Clementine®

rattle, arules, FactoMineR

数据校验

Various procedures

Various procedures,
SPSS Data Preparation™

dprep, various functions

Exact Tests

SAS/STAT®: various

SPSS Exact Tests™

coin, elrm, exactLoglinTest,
exactmaxsel, exactRankTests,及其他许多包

基因分析

SAS/Genetics®,
SAS/Microarray®
Solution®, JMP
Genomics®

Bioconductor

GIS

SAS/GIS®,
SAS/Graph®

SPSS Maps™

maps, mapdata, mapproj,
GRASS via spgrass6,
RColorBrewer及其他包的部分功能

交互图

Enterprise Guide®

SPSS Base™

JGR, R Commander, pmg,
Sciviews

SAS/INSIGHT®

GGobi via rggobi
iPlots, Mondrian via Rserve

统计图

SAS/GRAPH®

SPSS Base™

ggplot, gplots, graphics, grid, gridBase, hexbin, lattice, plotrix, scatterplot3d, vcd, lot, geneplotter, Rgraphics

分析向导

SAS/LAB®

矩阵数学

SAS/IML®, SAS/IML

SPSS Matrix™

R, matlab, Matrix, sparseM

缺省值分析

SAS/STAT®: MI

SPSS Missing Values Analysis™

aregImpute (Hmisc), EMV,
fit.mult.impute (Design), mice,
mitools, mvnmle

统筹研究

SAS/OR®

glpk, linprog, LowRankQP, TSP

统计效力检验

SAS® Power and
Sample Size
Application,
SAS/STAT: Power,
GLM Power

SamplePower™

asypow, powerpkg, pwr,
MBESS

品质控制

SAS/QC®

SPSS Base™

qcc, spc

回归模型

SAS/BASE®

SPSS Regression
Models™

R, Hmisc, Design, lasso, VGAM, pda

抽样及调查

SAS/STAT®:
surveymeans,等

SPSS Complex Samples™

pps, sampfling, sampling,
spsurvey, survey

结构方程模型

SAS/STAT®: Calis

Amos™

sem

文本分析

Text Miner

SPSS Text Analysis for
Surveys™, Text Miner
for Clementine®

Rstem, lsa, tm

时间序列

SAS/ETS®

SPSS Trends™ Expert
Modeler

大量的包可完成

时间序列分析预测

SAS Forecast
Studio®

SPSS Trends,
DecisionTime/WhatIf™

决策树

Enterprise Miner™

SPSS Classification
Trees™, AnswerTree™

ada, adabag, BayesTree,
boost, GAMboost, gbev, gbm,
maptree, mboost, mvpart,
party, pinktoe,
quantregForest, rpart,
rpart.permutation,
randomForest,
randomForests, tree

原文地址:https://www.cnblogs.com/danghuijian/p/4400632.html