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® |
无 |
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® |
无 |
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® |
无 |
无 |
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® |
无 |
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™ |
无 |
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 |
|