Understanding users’ behavior with software operation data mining
作者:
Highlights:
• We inspect different types of knowledge about software users’ usage behavior.
• We select state-of-the-art data mining techniques to analyze software usage.
• We create a method for mining usage knowledge from software operation data.
• We instantiate the method in a prototype developed in R.
• We evaluate the Usage Mining Method and the prototype by means of a case study.
摘要
•We inspect different types of knowledge about software users’ usage behavior.•We select state-of-the-art data mining techniques to analyze software usage.•We create a method for mining usage knowledge from software operation data.•We instantiate the method in a prototype developed in R.•We evaluate the Usage Mining Method and the prototype by means of a case study.
论文关键词:Software usage,User behavior,Software operation knowledge,Software analytics,Log data,Data mining
论文评审过程:Available online 21 August 2013.
论文官网地址:https://doi.org/10.1016/j.chb.2013.07.049