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It's not a Bug, it's a Feature: How Visual Model Evaluation can help to incorporate Human Domain Knowledge in Data Science

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Authors

Details

Original languageEnglish
Title of host publicationICIS 2017
Subtitle of host publicationTransforming Society with Digital Innovation
PublisherAssociation for Information Systems
ISBN (print)9780996683159
Publication statusPublished - 2017
Event38th International Conference on Information Systems: Transforming Society with Digital Innovation, ICIS 2017 - Seoul, Korea, Republic of
Duration: 10 Dec 201713 Dec 2017

Keywords

    Data Science, Domain Knowledge, Feature Engineering, Heat Maps, Model Evaluation, Visualization

ASJC Scopus subject areas

Cite this

It's not a Bug, it's a Feature: How Visual Model Evaluation can help to incorporate Human Domain Knowledge in Data Science. / Eilers, Dennis; Köpp, Cornelius; Gleue, Christoph et al.
ICIS 2017: Transforming Society with Digital Innovation. Association for Information Systems, 2017.

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Eilers, D, Köpp, C, Gleue, C & Breitner, MH 2017, It's not a Bug, it's a Feature: How Visual Model Evaluation can help to incorporate Human Domain Knowledge in Data Science. in ICIS 2017: Transforming Society with Digital Innovation. Association for Information Systems, 38th International Conference on Information Systems: Transforming Society with Digital Innovation, ICIS 2017, Seoul, Korea, Republic of, 10 Dec 2017.
Eilers, D., Köpp, C., Gleue, C., & Breitner, M. H. (2017). It's not a Bug, it's a Feature: How Visual Model Evaluation can help to incorporate Human Domain Knowledge in Data Science. In ICIS 2017: Transforming Society with Digital Innovation Association for Information Systems.
Eilers D, Köpp C, Gleue C, Breitner MH. It's not a Bug, it's a Feature: How Visual Model Evaluation can help to incorporate Human Domain Knowledge in Data Science. In ICIS 2017: Transforming Society with Digital Innovation. Association for Information Systems. 2017
Eilers, Dennis ; Köpp, Cornelius ; Gleue, Christoph et al. / It's not a Bug, it's a Feature : How Visual Model Evaluation can help to incorporate Human Domain Knowledge in Data Science. ICIS 2017: Transforming Society with Digital Innovation. Association for Information Systems, 2017.
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title = "It's not a Bug, it's a Feature: How Visual Model Evaluation can help to incorporate Human Domain Knowledge in Data Science",
keywords = "Data Science, Domain Knowledge, Feature Engineering, Heat Maps, Model Evaluation, Visualization",
author = "Dennis Eilers and Cornelius K{\"o}pp and Christoph Gleue and Breitner, {Michael H.}",
note = "Funding Information: We thank Julian Hamann, Nikolas Stege, Ian Westwood and the anonymous reviewers for their valuable comments on our manuscript. Jean-Henrick Sch{\~A}¼nemann provided excellent research assistance. We also thank the car manufacturer for providing the data and all its employees involved for the cooperation.; 38th International Conference on Information Systems: Transforming Society with Digital Innovation, ICIS 2017 ; Conference date: 10-12-2017 Through 13-12-2017",
year = "2017",
language = "English",
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publisher = "Association for Information Systems",
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Download

TY - GEN

T1 - It's not a Bug, it's a Feature

T2 - 38th International Conference on Information Systems: Transforming Society with Digital Innovation, ICIS 2017

AU - Eilers, Dennis

AU - Köpp, Cornelius

AU - Gleue, Christoph

AU - Breitner, Michael H.

N1 - Funding Information: We thank Julian Hamann, Nikolas Stege, Ian Westwood and the anonymous reviewers for their valuable comments on our manuscript. Jean-Henrick Schünemann provided excellent research assistance. We also thank the car manufacturer for providing the data and all its employees involved for the cooperation.

PY - 2017

Y1 - 2017

KW - Data Science

KW - Domain Knowledge

KW - Feature Engineering

KW - Heat Maps

KW - Model Evaluation

KW - Visualization

UR - http://www.scopus.com/inward/record.url?scp=85107083470&partnerID=8YFLogxK

M3 - Conference contribution

SN - 9780996683159

BT - ICIS 2017

PB - Association for Information Systems

Y2 - 10 December 2017 through 13 December 2017

ER -

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