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全球最火的R工具包一网打尽,超过300+工具,还在等什么?(下)

2019-01-08  本文已影响2人  881ef7b85f62

13.自然语言处理

text2vec - 一个快速文本挖掘框架。 Fast Text Mining Framework for Vectorization and Word Embeddings. 官网:​https://github.com/dselivanov/text2vec
tm - 一个全面的文本挖掘框架. 官网:​http://cran.r-project.org/web/packages/tm/index.html
openNLP - Apache OpenNLP工具接口. 官网:​http://cran.r-project.org/web/packages/openNLP/index.html
koRpus - 一个文本分析的R包. 官网:​http://cran.r-project.org/web/packages/koRpus/index.html
zipfR - 词频分布统计模型. 官网:​http://cran.r-project.org/web/packages/zipfR/index.html
NLP - 基本自然语言处理功能. 官网:http://cran.r-project.org/web/packages/NLP/index.html
LDAvis - 主题模型的交互式可视化. 官网:​https://github.com/cpsievert/LDAvis
topicmodels - Topic modeling interface to the C code developed by by David M. Blei for Topic Modeling (Latent Dirichlet Allocation (LDA), and Correlated Topics Models (CTM)). 官网:​https://cran.r-project.org/web/packages/topicmodels/index.html
syuzhet - Extracts sentiment from text using three different sentiment dictionaries. 官网:​https://cran.r-project.org/web/packages/syuzhet/index.html
SnowballC - Snowball stemmers based on the C libstemmer UTF-8 library. 官网:​https://cran.rstudio.com/web/packages/SnowballC/index.html
quanteda - 文本数据的定量分析. 官网:​https://github.com/kbenoit/quanteda
Topic Models Resources - 主题模型的学习和R相关资源. 官网:​https://github.com/trinker/topicmodels_learning
NLP for - NLP related resources in R. @Chinese. 官网:​https://github.com/BZRLC/R-notes/blob/master/NLP/readme.md

14.贝叶斯

coda - 输出MCMC(马尔可夫链蒙特卡尔理论)的分析和诊断信息. 官网:​http://cran.r-project.org/web/packages/coda/index.html
mcmc - 马尔可夫链蒙特卡尔理论(MCMC). 官网:​http://cran.r-project.org/web/packages/mcmc/index.html
MCMCpack - 马尔可夫链蒙特卡尔理论 (MCMC). 官网:​http://mcmcpack.berkeley.edu/
R2WinBUGS - 在在R/S-PLUS中打开WinBUGS 和 OpenBUGS. 官网:​http://cran.r-project.org/web/packages/R2WinBUGS/index.html
BRugs - OpenBUGS MCMC 软件的R接口. 官网:​http://cran.r-project.org/web/packages/BRugs/index.html
rjags - JAGS MCMC组件的R接口. 官网:​http://cran.r-project.org/web/packages/rjags/index.html
rstan - Stan MCMC软件的R接口. 官网:​http://mc-stan.org/interfaces/rstan.html

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15.最优化

minqa - Derivative-free optimization algorithms by quadratic approximation. 官网:​https://cran.rstudio.com/web/packages/minqa/index.html
nloptr - 一个免费开源的非线性最优化程序包. 官网:​https://cran.rstudio.com/web/packages/nloptr/index.html
lpSolve - Lp_solve解决线性和整形问题的R接口. 官网:​https://cran.rstudio.com/web/packages/lpSolve/index.html

16.金融

quantmod - 定量金融模型和交易框架. 官网:​http://www.quantmod.com/
TTR - 技术交易规相关的数据和功能函数. 官网:​http://cran.r-project.org/web/packages/TTR/index.html
PerformanceAnalytics - 计量经济学性能和风险分析工具. 官网:​http://cran.r-project.org/web/packages/PerformanceAnalytics/index.html
zoo - S3 Infrastructure for Regular and Irregular Time Series. 官网:​http://cran.r-project.org/web/packages/zoo/index.html
xts - 可扩展的时间序列. 官网:​http://cran.r-project.org/web/packages/xts/index.html
tseries - 金融时间序列分析和计算. 官网:​http://cran.r-project.org/web/packages/tseries/index.html
fAssets - 金融资产分析和建模. 官网:​http://cran.r-project.org/web/packages/fAssets/index.html

17.生物信息学

Bioconductor - 用于分析和理解高通量基因组数据的工具. 官网:http://www.bioconductor.org/
genetics - 处理基因数据的R包. 官网:​http://cran.r-project.org/web/packages/genetics/index.html
gap - 一个人口家庭遗传数据分析的综合工具. 官网:​http://cran.r-project.org/web/packages/gap/index.html
ape - 分子系统学和进化分析. 官网:​http://cran.r-project.org/web/packages/ape/index.html
pheatmap - 一个使用简单的热图工具. 官网:http://cran.r-project.org/web/packages/pheatmap/index.html
ddpcr - Analysis and visualization of Droplet Digital PCR data. 官网:​https://github.com/daattali/ddpcr

18.网络分析

Network Analysis List - 网络分析相关资源. 官网:​https://github.com/briatte/awesome-network-analysis
igraph - 一个网络分析工具集合. 官网:http://igraph.org/r/
network - 一个操作数据关系的基本工具. 官网:https://cran.r-project.org/web/packages/network/index.html
sna - 基本的网络测量和可视化工具. 官网:https://cran.r-project.org/web/packages/sna/index.html
netdiffuseR - 网络扩散的分析工具. 官网:https://github.com/USCCANA/netdiffuseR
networkDynamic - 支持动态和时序网络. 官网:https://cran.r-project.org/web/packages/networkDynamic/
ndtv - 构建动画的可视化动态网络工具,支持多种数据格式. 官网:​https://cran.r-project.org/web/packages/ndtv/
statnet - 大量网络数据的分析,仿真和可视化工具. 官网:​http://statnet.org/
ergm - 指数随机图模型. 官网:​https://cran.r-project.org/web/packages/ergm/index.html
latentnet - Latent position and cluster models for network objects. 官网:​https://cran.r-project.org/web/packages/latentnet/index.html
tnet - Network measures for weighted, two-mode and longitudinal networks. 官网:​https://cran.r-project.org/web/packages/tnet/index.html
rgexf - 从R导出网络对象到GEXF, for manipulation with network software like Gephi or Sigma. 官网:​https://bitbucket.org/gvegayon/rgexf/wiki/Home
visNetwork - 使用vis.js类库进行网络可视化. 官网:​https://github.com/datastorm-open/visNetwork

19.R 开发

Package Development List - 提高整体开发能力的包. 官网:​https://github.com/ropensci/PackageDevelopment
devtools - 然R开发人员的生活变得更简单的工具. 官网:​https://github.com/hadley/devtools
testthat - 一个R包测试工具. 官网:​https://github.com/hadley/testthat
R6 - simpler, faster, lighter-weight alternative to R's built-in classes. 官网:​https://github.com/wch/R6
pryr - Make it easier to understand what's going on in R. 官网:​https://github.com/hadley/pryr
roxygen - 在函数定义中描述说明. 官网:​https://github.com/klutometis/roxygen
lineprof - R中在线分析结果可视化. 官网:​https://github.com/hadley/lineprof
packrat - 让R项目更加简单,便携和可重构的工具. 官网:​https://github.com/rstudio/packrat
installr - R中按照软件的相关函数(Windows平台). 官网:​https://github.com/talgalili/installr/
import - R的导入机制. 官网:​https://github.com/smbache/import/
modules - 另外一个R模块系统(Python风格). 官网:​https://github.com/klmr/modules
Rocker - R configurations for Docker. 官网:https://github.com/rocker-org
RStudio Addins - RStudio插件列表. 官网:​https://github.com/daattali/rstudio-addins
drat - Creation and use of R repositories on 使用R在GitHub或其他平台创建和使用仓储. 官网:https://github.com/eddelbuettel/drat
covr - Test coverage for your R package and (optionally) upload the results to coveralls or codecov. 官网:https://github.com/jimhester/covr
lintr - R静态代码分析. 官网:https://github.com/jimhester/lintr
staticdocs - 为一个R包生成静态html文档. 官网:https://github.com/hadley/staticdocs

20.日志

futile.logger - R中类似log4j的日志记录包. 官网:https://github.com/zatonovo/futile.logger
log4r - R中的log4j接口. 官网:https://github.com/johnmyleswhite/log4r
logging - 一个在R中实现log4j的日志处理包. 官网:https://cran.r-project.org/web/packages/logging/index.html

21.数据包

engsoccerdata - 英国和欧洲联赛结果数据(1871-2016年). 官网:https://github.com/jalapic/engsoccerdata
gapminder - 从Gapminder摘录的数据集. 官网:http://github.com/jennybc/gapminder

22.其他工具

git2r - 在R中使用git. 官网:https://github.com/ropensci/git2r

23.其他编译器

CXXR - Refactorising R into C++. 官网:https://www.cs.kent.ac.uk/projects/cxxr/
fastR - FastR is an implementation of the R Language in Java atop Truffle and Graal. 官网:https://bitbucket.org/allr/fastr/wiki/Home
incanter - Clojure-based, R-like statistical computing and graphics environment for the JVM with Lisp spirit. 官网:https://github.com/incanter/incanter
pqR - 一个更快的R实现. 官网:http://www.pqr-project.org/
renjin - 一个基于JVM的R编译器. 官网:http://www.renjin.org/
rho - Refactor the interpreter of the R language into a fully-compatible, efficient, VM for R. 官网:https://github.com/rho-devel/rho
riposte - 一个R快速编译和JIT工具. 官网:https://github.com/jtalbot/riposte
RRO - R革命性开放平台(Microsoft R Open). 官网:https://mran.revolutionanalytics.com/open/
TERR - R的TIBCO企业运行环境. 官网:http://spotfire.tibco.com/discover-spotfire/what-does-spotfire-do/predictive-analytics/tibco-enterprise-runtime-for-r-terr

24.R学习

swirl - 一个在R控制台中交互式学习指南. 官网:http://swirlstats.com/
DataScienceR - 一个数据科学,神经网络,和机器学习的指南. 官网:https://github.com/ujjwalkarn/DataScienceR

25.资源

25.1 网站
R-project - R 项目的官方网站. 官网:http://www.r-project.org/
R Bloggers - R语言的一个综合性博客网站. 官网:http://www.r-bloggers.com/
DataCamp - 在线学习R数据分析. 官网:https://www.datacamp.com/
Quick-R - 一个非常好的快速参考手册. 官网:http://www.statmethods.net/
Advanced R - 书籍高级R编程的在线版. 官网:http://adv-r.had.co.nz/
Efficient R Programming - 书籍"Efficient R Programming"的在线主页. 官网:https://csgillespie.github.io/efficientR/
CRAN Task Views - CRAN包的任务列表. 官网:http://cran.r-project.org/web/views/
The R Programming Wikibook - 一个R协作手册 官网:https://en.wikibooks.org/wiki/R_Programming
R-users - R语言的求职板块. 官网:https://www.r-users.com/
R Cookbook - 一个R问答网站,由[R Graphics Cookbook]进行支持(http://shop.oreilly.com/product/0636920023135.do). 官网:http://www.cookbook-r.com/
tryR - 快速开始使用R. 官网:http://tryr.codeschool.com/
RDocumentation - 使用RDocumentation搜索所有的CRAN, Bioconductor, Github包和文档. 官网:https://www.rdocumentation.org/
25.2 书籍
R Books List - R相关书籍清单. 官网:https://github.com/RomanTsegelskyi/rbooks
The Art of R Programming - 一个很好的资源,可以系统地学习基础类型的对象,控制语句,变量的范围,以及调试等. 官网:http://shop.oreilly.com/product/9781593273842.do
Free Books - CRAN贡献的多种语言文档. Contributed Documentation in many languages. 官网:https://cran.r-project.org/other-docs.html
R Cookbook - 快速简单的介绍R及相关常见的统计任务. 官网:http://shop.oreilly.com/product/9780596809164.do
Johns Hopkins编写的数据科学专业的一部分教程:
Exploratory Data Analysis with R - 基本的各种数据分析技能. * R Programming for Data Science - 依赖于R的一些高级数据分析. * Report Writing for Data Science in R - R语言的报表生成和可重用组件研究. 官网:https://leanpub.com/exdata
R Packages - 一个用R包编写的书籍 (有论文和网站2钟格式). 官网:http://r-pkgs.had.co.nz/
R in Action - 一本旨在帮助所有级别R用户的书籍. 官网:http://www.manning.com/kabacoff2/
Use R! - This series of inexpensive and focused books from Springer publish shorter books aimed at practitioners. Books can discuss the use of R in a particular subject area, such as Bayesian networks, ggplot2 and Rcpp. 官网:http://www.springer.com/series/6991?detailsPage=titles
R for SAS and SPSS users - 一个对已经熟悉SAS和SPASS用户的资源库. 官网:http://r4stats.com/books/free-version/
An Introduction to R - 一个很好的介绍R的文章,也涵盖了一些高级主题. 官网:https://cran.r-project.org/doc/manuals/R-intro.pdf
Introduction to Statistical Learning with Application in R - A simplified and "operational" version of The Elements of Statistical Learning. Free softcopy provided by its authors. 官网:http://www-bcf.usc.edu/~gareth/ISL/
The R Inferno - Patrick Burns gives insight into R's ins and outs along with its quirks! 官网:http://www.burns-stat.com/pages/Tutor/R_inferno.pdf
R for Data Science - Free book from RStudio developers with emphasis on data science workflow. 官网:http://r4ds.had.co.nz/
25.3 博客
Not So Standard Deviations - 数据科学博客
@Roger Peng and @Hilary Parker.
R World News - R行业的社区新闻,可以让你与时俱进.
@Bob Rudis and @Jay Jacobs.
The R-Podcast - 使用R的一些实践建议.
@Eric Nantz.
R Talk - 关于R语言和统计软件的新闻和讨论.
@Oliver Keyes, @Jasmine Dumas, @Ted Hart and @Mikhail Popov.
25.4 参考文献
R Reference Card 2.0 - Material from R for Beginners by permission of Emmanuel Paradis (Version 2 by Matt Baggott). 官网:http://cran.r-project.org/doc/contrib/Baggott-refcard-v2.pdf
Regression Analysis Refcard - R Reference Card for Regression Analysis. 官网:http://cran.r-project.org/doc/contrib/Ricci-refcard-regression.pdf
Reference Card for ESS - Reference Card for ESS. 官网:http://ess.r-project.org/refcard.pdf
R Markdown Cheat sheet - Quick reference guide for writing reports with R Markdown. 官网:http://shiny.rstudio.com/images/rm-cheatsheet.pdf.zip
Shiny Cheat sheet - Quick reference guide for building Shiny apps. 官网:http://shiny.rstudio.com/images/cheatsheet.pdf.zip
ggplot2 Cheat sheet - Quick reference guide for data visualisation with ggplot2. 官网:https://www.rstudio.com/wp-content/uploads/2015/08/ggplot2-cheatsheet.pdf
devtools Cheat sheet - Quick reference guide to package development in R. 官网:https://www.rstudio.com/wp-content/uploads/2015/06/devtools-cheatsheet.pdf
25.5 网络课程
The Analytics Edge - Hands-on introduction to data analysis with R from MITx. 官网:https://www.edx.org/course/analytics-edge-mitx-15-071x-0
Johns Hopkins University Data Science Specialization - 9 courses including: Introduction to R, literate analysis tools, Shiny and some more. 官网:https://www.coursera.org/specialization/jhudatascience/1
HarvardX Biomedical Data Science - Introduction to R for the Life Sciences. 官网:http://simplystatistics.org/2014/11/25/harvardx-biomedical-data-science-open-online-training-curriculum-launches-on-january-19/
Explore Statistics with R - Covers introduction, data handling and statistical analysis in R. 官网:https://www.edx.org/course/explore-statistics-r-kix-kiexplorx-0
25.6 列表
Books - R书籍清单. 官网:https://github.com/RomanTsegelskyi/rbooks
DataScienceR - R数据科学、神经网络和机器学习的指南清单. 官网:https://github.com/ujjwalkarn/DataScienceR
ggplot2 Extensions - ggplot2扩展案例. 官网:https://ggplot2-exts.github.io/ggiraph.html
Natural Language Processing - R. @Chinese中NLP 相关资源. 官网:https://github.com/BZRLC/R-notes/blob/master/NLP/readme.md
Network Analysis - 网络分析相关资源. 官网:https://github.com/briatte/awesome-network-analysis
Open Data - 使用R获取,转换,操作,创建和贡献数据. 官网:https://github.com/ropensci/opendata
Posts - 创建R博客或者文章. 官网:https://github.com/qinwf/awesome-R/blob/master/posts.md
Package Development - 提高包开发的资源工具. 官网:https://github.com/ropensci/PackageDevelopment
R Project Conferences - 使用R的相关信息,DSC会议. 官网:https://www.r-project.org/conferences.html
RStartHere - 一些非常有用的R包指南. 官网:https://github.com/rstudio/RStartHere
RStudio Addins - RStudio插件清单. 官网:https://github.com/daattali/addinslist
Topic Models - 主题模型的学习和R相关资源. 官网:https://github.com/trinker/topicmodels_learning
Web Technologies - 如何使用R和万维网的信息. 官网:https://github.com/ropensci/webservices

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