- The Course Overview
- Why R Is Perfect for Web Analytics
- Why Use Google Analytics
- Why Use Web Analytics
- Installing and Setting Up Google Analytics Account
- Installing R and RStudio
- GoogleAnalyticsR Package
- ggplot2 Package
- Useful Links for googleAnalyticsR and ggplot2
- Why Use Dashboards
- Building Our Business Dashboard
- How Loyal Are Our Visitors
- Who Are the Visitors to Our Site
- Who Is Coming Back to Our Site
- Building Business Dashboard
- Exit Rate and Bounce Rates
- How Can High Bounce Rates Be Improved
- Which Pages Have the Highest Exit and Bounce Rates
- Building Business Dashboard
- Website Performance for the Past Two Years
- Why Is Context Important
- Why Look at Multiple Time-Frame Analysis
- Multiple Time-Frame Analysis
- Pitfalls of Too Much Analysis
- Understanding the Limit of Metrics
R語言是一種用來進行數(shù)據(jù)探索、統(tǒng)計分析、作圖的解釋型語言。它具有豐富的數(shù)據(jù)類型、靈活多樣的作圖功能,以及數(shù)量眾多的算法功能包。目前已在各行各業(yè)贏得數(shù)據(jù)分析者的青睞,并成為眾多科研工作者、商業(yè)機構(gòu)、與公司進行數(shù)據(jù)分析非常重要的一門工具。
R語言的網(wǎng)絡數(shù)據(jù)分析用途多樣而且實用。R語言提供了多個圖形類型軟件包實現(xiàn)分析,因此獲得廣泛應用。在大數(shù)據(jù)分析中,R語言有優(yōu)勢。R語言網(wǎng)絡分析的特點是(1)編程簡單。不想c、C++,java等難學。(2)網(wǎng)絡分析靈活。例如Cytoscape(http//www.cytoscape.org/)生物學網(wǎng)絡軟件,盡管能輸出許多分析的報表,但是只能做常規(guī)的、固定的網(wǎng)絡分析。不能接受多種的網(wǎng)絡數(shù)據(jù)格式,而且不能適用不同的算法,例如修改圖的廣度優(yōu)先算法,因此適應性差。
