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- Issa Mattos, David,1990Chalmers tekniska högskola,Chalmers University of Technology (author)
Leveraging business transformation with machine learning experiments
- Article/chapterEnglish2019
Publisher, publication year, extent ...
- 2019-10-21
- Cham :Springer International Publishing,2019
Numbers
- LIBRIS-ID:oai:research.chalmers.se:8afd82a7-7007-4040-8068-61513a0e34cc
- https://research.chalmers.se/publication/514475URI
- https://doi.org/10.1007/978-3-030-33742-1_15DOI
- https://urn.kb.se/resolve?urn=urn:nbn:se:mau:diva-17482URI
Supplementary language notes
- Language:English
- Summary in:English
Part of subdatabase
- SwePubSwePub
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Series
- Lecture Notes in Business Information Processing,1865-1348 ;vol 370
Notes
- The deployment of production-quality ML solutions, even for simple applications, requires significant software engineering effort. Often, companies do not fully understand the consequences and the business impact of ML-based systems, prior to the development of these systems. To minimize investment risks while evaluating the potential business impact of an ML system, companies can utilize continuous experimentation techniques. Based on action research, we report on the experience of developing and deploying a business-oriented ML-based dynamic pricing system in collaboration with a home shopping e-commerce company using a continuous experimentation (CE) approach. We identified a set of generic challenges in ML development that we present together with tactics and opportunities.
Subject headings and genre
- NATURVETENSKAP Data- och informationsvetenskap Programvaruteknik hsv//swe
- NATURAL SCIENCES Computer and Information Sciences Software Engineering hsv//eng
- NATURVETENSKAP Data- och informationsvetenskap Systemvetenskap, informationssystem och informatik hsv//swe
- NATURAL SCIENCES Computer and Information Sciences Information Systems hsv//eng
- Retail industry
- Dynamic pricing
- Machine learning
- Business transformation
- Continuous experimentation
Added entries (persons, corporate bodies, meetings, titles ...)
- Bosch, Jan,1967Chalmers tekniska högskola,Chalmers University of Technology(Swepub:cth)janbo (author)
- Olsson, Helena HolmströmMalmö universitet,Institutionen för datavetenskap och medieteknik (DVMT)(Swepub:mau)ab2385 (author)
- Chalmers tekniska högskolaChalmers University of Technology (creator_code:org_t)
Related titles
- In:Lecture Notes in Business Information ProcessingCham : Springer International Publishing370 LNBIP, s. 183-1911865-13561865-1348
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