Title
Objective Re-weighting to Guide an Interactive Search Based Software Testing System
Abstract
Even hardware-focused industries today develop products where software is both a large and important component. Engineers tasked with developing and integrating these products do not always have a software engineering background. To ensure quality, tools are needed that automate and support software testing while allowing these domain specialists to leverage their knowledge and experience. Search-based testing could be a key aspect in creating an automated tool for supporting testing activities. However, domain specific quality criteria and trade-offs make it difficult to develop a general fitness function a priori, so interaction between domain specialists and such a tool would be critical to its success. In this paper we present a system for interactive search-based software testing and investigate a way for domain specialists to guide the search by dynamically re-weighting quality goals. Our empirical investigation shows that objective re-weighting can help a human domain specialist interactively guide the search, without requiring specialized knowledge of the system and without sacrificing population diversity.
Year
DOI
Venue
2013
10.1109/ICMLA.2013.113
ICMLA (2)
Keywords
Field
DocType
support software testing,software engineering background,dynamically re-weighting quality goal,interactive search-based software testing,domain specific quality criterion,interactive search,human domain specialist,software testing system,automated tool,testing activity,search-based testing,domain specialist,embedded software,software engineering,software quality
Computer science,Software performance testing,Software reliability testing,Artificial intelligence,System integration testing,Software engineering,Software quality analyst,Simulation,Software construction,Software verification and validation,Software quality,Machine learning,Search-based software engineering
Conference
Citations 
PageRank 
References 
6
0.41
7
Authors
3
Name
Order
Citations
PageRank
Bogdan Marculescu1404.43
Robert Feldt260.41
Richard Torkar379841.39