一种基于聚类的代码觅食环境丰富化方法

A Clustering-Based Approach to Enriching Code Foraging Environment

IEEE Transactions on Cybernetics · 2015
被引 20
ABS 3

中文导读

本文提出一种基于最优觅食理论的代码导航理论,并开发框架自动评估聚类对代码觅食的影响,发现聚类能丰富软件环境、提高觅食效率,有助于设计更好的代码导航工具。

Abstract

Developers often spend valuable time navigating and seeking relevant code in software maintenance. Currently, there is a lack of theoretical foundations to guide tool design and evaluation to best shape the code base to developers. This paper contributes a unified code navigation theory in light of the optimal food-foraging principles. We further develop a novel framework for automatically assessing the foraging mechanisms in the context of program investigation. We use the framework to examine to what extent the clustering of software entities affects code foraging. Our quantitative analysis of long-lived open-source projects suggests that clustering enriches the software environment and improves foraging efficiency. Our qualitative inquiry reveals concrete insights into real developer's behavior. Our research opens the avenue toward building a new set of ecologically valid code navigation tools.

软件工程代码导航聚类分析软件维护