投票时机:Stack Overflow用户活动的时间聚类

Time to vote: Temporal clustering of user activity on Stack Overflow

Journal of the Association for Information Science and Technology (JASIST) · 2022
被引 1
ABS 3

中文导读

研究了Stack Overflow上700k帖子中7M次投票的时间间隔,发现可自然聚类为小时、周、月三种尺度,且帖子短期热度不能预测长期成功。

Abstract

Abstract Question‐and‐answer (Q&A) sites improve access to information and ease transfer of knowledge. In recent years, they have grown in popularity and importance, enabling research on behavioral patterns of their users. We study the dynamics related to the casting of 7 M votes across a sample of 700 k posts on Stack Overflow, a large community of professional software developers. We employ log‐Gaussian mixture modeling and Markov chains to formulate a simple yet elegant description of the considered phenomena. We indicate that the interevent times can naturally be clustered into 3 typical time scales: those which occur within hours, weeks, and months and show how the events become rarer and rarer as time passes. It turns out that the posts' popularity in a short period after publication is a weak predictor of its overall success, contrary to what was observed, for example, in case of YouTube clips. Nonetheless, the sleeping beauties sometimes awake and can receive bursts of votes following each other relatively quickly.

问答社区用户行为分析时间序列聚类马尔可夫链