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Objective Re-Weighting to Guide an Interactive Search Based Software Testing System
Blekinge Tekniska Högskola, Sektionen för datavetenskap och kommunikation.
Blekinge Tekniska Högskola, Sektionen för datavetenskap och kommunikation.
Blekinge Tekniska Högskola, Sektionen för datavetenskap och kommunikation.
2013 (engelsk)Konferansepaper, Publicerat paper (Fagfellevurdert) Published
Abstract [en]

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 reweighting can help a human domain specialist interactively guide the search, without requiring specialized knowledge of the system and without sacrificing population diversity.

sted, utgiver, år, opplag, sider
Miami: IEEE , 2013.
Emneord [en]
search based software testing, interactive search based software engineering, user centered, embedded software, industrial experience
HSV kategori
Identifikatorer
URN: urn:nbn:se:bth-6354DOI: 10.1109/ICMLA.2013.113ISI: 000353638700017Lokal ID: oai:bth.se:forskinfo3A5EEB62A60C7D4CC1257E50004D04D9ISBN: 978-0-7695-5144-9 (tryckt)OAI: oai:DiVA.org:bth-6354DiVA, id: diva2:833852
Konferanse
12th International Conference on Machine Learning and Applications (ICMLA)
Tilgjengelig fra: 2015-05-25 Laget: 2015-05-25 Sist oppdatert: 2018-01-11bibliografisk kontrollert
Inngår i avhandling
1. Interactive Search-Based Software Testing: Development, Evaluation, and Deployment
Åpne denne publikasjonen i ny fane eller vindu >>Interactive Search-Based Software Testing: Development, Evaluation, and Deployment
2017 (engelsk)Doktoravhandling, med artikler (Annet vitenskapelig)
sted, utgiver, år, opplag, sider
Karlskrona: Blekinge Tekniska Högskola, 2017. s. 235
Serie
Blekinge Institute of Technology Doctoral Dissertation Series, ISSN 1653-2090 ; 8
Emneord
Interactive Search-Based Software Testing, Search-Based Software Testing, Search-Based Software Engineering, Industrial Validation
HSV kategori
Identifikatorer
urn:nbn:se:bth-15083 (URN)978-91-7295-341-3 (ISBN)
Disputas
2017-10-04, G340, Karlskrona, 13:15 (engelsk)
Opponent
Veileder
Tilgjengelig fra: 2017-08-31 Laget: 2017-08-30 Sist oppdatert: 2017-11-01bibliografisk kontrollert

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