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- Ambrosius, RobinDezember IT GmbH, Germany (author)
Interviews Aided with Machine Learning
- Article/chapterEnglish2018
Publisher, publication year, extent ...
- 2018-08-26
- Cham :Springer,2018
- printrdacarrier
Numbers
- LIBRIS-ID:oai:DiVA.org:lnu-80974
- https://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-80974URI
- https://doi.org/10.1007/978-3-319-99951-7_14DOI
Supplementary language notes
- Language:English
- Summary in:English
Part of subdatabase
- SwePubSwePub
Classification
Notes
- We have designed and implemented a Computer Aided Personal Interview (CAPI) system that learns from expert interviews and can support less experienced interviewers by for example suggesting questions to ask or skip. We were particularly interested to streamline the due diligence process when estimating the value for software startups. For our design we evaluated some machine learning algorithms and their trade-offs, and in a small case study we evaluates their implementation and performance. We find that while there is room for improvement, the system can learn and recommend questions. The CAPI system can in principle be applied to any domain in which long interview sessions should be shortened without sacrificing the quality of the assessment.
Subject headings and genre
- NATURVETENSKAP Data- och informationsvetenskap Programvaruteknik hsv//swe
- NATURAL SCIENCES Computer and Information Sciences Software Engineering hsv//eng
- Software Technology
- Programvaruteknik
Added entries (persons, corporate bodies, meetings, titles ...)
- Ericsson, Morgan,Docent,1973-Linnéuniversitetet,Institutionen för datavetenskap och medieteknik (DM),DISA;DSIQ;DISTA(Swepub:lnu)moeraa (author)
- Löwe, WelfLinnéuniversitetet,Institutionen för datavetenskap och medieteknik (DM),DISA;DSIQ;DISTA(Swepub:lnu)wlomsi (author)
- Wingkvist, Anna,1976-Linnéuniversitetet,Institutionen för datavetenskap och medieteknik (DM),DISA;DSIQ;DISTA(Swepub:lnu)awimsi (author)
- Dezember IT GmbH, GermanyInstitutionen för datavetenskap och medieteknik (DM) (creator_code:org_t)
Related titles
- In:Perspectives in Business Informatics Research. BIR 2018Cham : Springer, s. 202-21697833199995009783319999517
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