Mining Architecture Tactics and Quality Attributes Knowledge in Stack Overflow

TL;DR

This paper presents a semi-automatic method to mine architecture tactics and quality attributes from Stack Overflow posts, revealing new insights into their relationships and aiding architectural decision-making.

Contribution

It introduces a semi-automatic dictionary-based approach to extract architecture tactics and quality attributes from SO, and uncovers novel relationships between them.

Findings

Achieved an F-measure of 0.865 in mining accuracy

Discovered architectural synonyms for QAs and ATs

Provided insights into how developers apply ATs to address quality concerns

Abstract

Context: Architecture Tactics (ATs) are architectural building blocks that provide general architectural solutions for addressing Quality Attributes (QAs) issues. Mining and analyzing QA-AT knowledge can help the software architecture community better understand architecture design. However, manually capturing and mining this knowledge is labor-intensive and difficult. Objective: Using Stack Overflow (SO) as our source, our main goals are to effectively mine such knowledge; and to have some sense of how developers use ATs with respect to QA concerns from related discussions. Methods: We applied a semi-automatic dictionary-based mining approach to extract the QA-AT posts in SO. With the mined QA-AT posts, we identified the relationships between ATs and QAs. Results: Our approach allow us to mine QA-AT knowledge effectively with an F-measure of 0.865 and Performance of 82.2%. Using this mining approach, we are able to discover architectural synonyms of QAs and ATs used by designers, from which we discover how developers apply ATs to address quality requirements. Conclusions: We make two contributions in this work: First, we demonstrated a semi-automatic approach to mine ATs and QAs from SO posts; Second, we identified little-known design relationships between QAs and ATs and grouped architectural design considerations to aid architects make architecture tactics design decisions.