R语言与生信应用3-R简介-R语言学习资源

R学习资源

在线资料

CRAN资料(http://cran.r-project.org)

  • Manuals
  • FAQs
  • Contributed
    R-blogger:http://www.r-bloggers.com/
    R语言资源汇总:https://github.com/qinwf/awesome-R
    Bioconductor.课程:http://www.bioconductor.org/help/course-materials/
    斯坦福的Bioconductor课程
  • https://web.stanford.edu/class/bios221/about.html
  • https://github.com/dlsun/ohms
    R Package Documentation:https://rdrr.io/
    Biostars的R专题:https://www.biostars.org/t/R/
    生信菜鸟团R主题:http://www.bio-info-trainee.com/tag/r
    Biocondctor中文:http://www.biotrainee.com/forum-148-1.html
    R 的shiny交互网页:http://www.biotrainee.com/forum-149-1.html
    生信技能树论坛:http://www.biotrainee.com/forum.php?mod=forumdisplay&fid=39&filter=typeid&typeid=22
    R语言搜索引擎:http://www.rseek.org/
    R函数在线帮助:http://www.rdocumentation.org/
    关于R的问答网站:http://stackoverflow.com/questions/tagged/r
    一个入门级的R在线教程:http://tryr.codeschool.com/
    交互式的R在线教程:https://www.datacamp.com
    统计之都:http://cos.name/)](http://cos.name/
    我的博客:http://xccds1977.blogspot.com/
    美国计算机世界杂志提供的R语言初学者入门资料:http://www.computerworld.com/s/article/9239625/Beginner_s_guide_to_R_Introduction
    各种cheatsheet
  • http://cran.r-project.org/doc/contrib/Short-refcard.pdf
  • http://www.rstudio.com/resources/cheatsheets/

R视频教程

【生信技能树】生信人应该这样学R语言:https://www.bilibili.com/video/av25643438
【生信技能树】公共数据库挖掘实例(基于R语言):https://www.bilibili.com/video/av37568990
R语言入门生信应用基础课程:https://study.163.com/course/courseMain.htm?courseId=1209044861
R语言入门数据分析:https://ke.qq.com/course/366588
生物信息学入门基础讲座的R部分:https://ke.qq.com/course/270841
PlottinginRforBiologists:https://gumroad.com/l/PlottinginRforBiologists


R书籍

初级入门

《An Introduction to R》

  • 英文版:https://cran.r-project.org/doc/manuals/R-intro.pdf
  • 中文版:https://cran.r-project.org/doc/contrib/Ding-R-intro_cn.pdf
    《R4Beginners》:https://cran.r-project.org/doc/contrib/Paradis-rdebuts_en.pdf
    153 分钟学会 R:https://cran.r-project.org/doc/contrib/Liu-FAQ.pdf
    《统计建模与R软件》
    《R Cookbook》
    R语言实战(第2版)、《R in action》
    《R in a Nutshell》

高级入门

《Statistics with R》
《The R book》

绘图与可视化

《R Graphics》
《R Graphics Cookbook》
《Lattice:Multivariate Data Visualization with R》
《ggplot2:Elegant Graphics for Data Analysis》
《Data Mining with Rattle and R》
《Interactive and Dynamic Graphics for Data Analysis With R and GGobi》
《现代统计图形》

生物信息学

《R语言与Bioconductor生物信息学应用》作者:[高山][欧剑虹]
《R Programming for Bioinformatics》

时间序列分析

《Time Series Analysis and Its Applications :with R examples》
《Analysis of financial time series》
《Analysis of Integrated and Cointegrated Time Series with R》
《Wavelet Methods in Statistics with R》

计量经济学

《Econometrics In R》
《Applied Econometrics with R》

金融

《Advanced Topics in Analysis of Economic and Financial Data Using R》
《Modelling Financial Time Series With S-plus》
《Simulation Inference Stochastic Differential Equations:with R examples》
《Simulation Techniques in Financial Risk Management》
《Modern Actuarial Risk Theory Using R》
《Quantitative Risk Management:Concepts, Techniques and Tools》
《Portfolio Optimization with R》
《Option Pricing and Estimation of Financial Models with R》。

数据挖掘

《Data Mining with R:learing with case studies》
《Data Mining explain using R》

其他未分类

Springer的Use R!系列图书:https://link.springer.com/bookseries/6991
R官方书单:http://www.r-project.org/doc/bib/R-books.html
《R for Data Science》的中译版(英文版链接:http://r4ds.had.co.nz/)
《A Handbook of Statistical Analyses_Using_R》
《Modern Applied Statistics With S》
《Introduction to Scientific Programming and Simulation Using R》
《Mastering Scientific Computing with R》
《Practical Data Science with R》
《software for data analysis programming with R》

有点乱了,持续更新,慢慢归类!!

课程分享
生信技能树全球公益巡讲
(https://mp.weixin.qq.com/s/E9ykuIbc-2Ja9HOY0bn_6g)
B站公益74小时生信工程师教学视频合辑
(https://mp.weixin.qq.com/s/IyFK7l_WBAiUgqQi8O7Hxw)
招学徒:
(https://mp.weixin.qq.com/s/KgbilzXnFjbKKunuw7NVfw)

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