Sökning: L773:1865 1348 OR L773:1865 1356 OR L773:9783319186115 >
Leveraging business...
Leveraging business transformation with machine learning experiments
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- Issa Mattos, David, 1990 (författare)
- Chalmers tekniska högskola,Chalmers University of Technology
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- Bosch, Jan, 1967 (författare)
- Chalmers tekniska högskola,Chalmers University of Technology
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- Olsson, Helena Holmström (författare)
- Malmö universitet,Institutionen för datavetenskap och medieteknik (DVMT)
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(creator_code:org_t)
- 2019-10-21
- 2019
- Engelska.
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Serie: Lecture Notes in Business Information Processing, 1865-1348 ; vol 370
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Ingår i: Lecture Notes in Business Information Processing. - Cham : Springer International Publishing. - 1865-1356 .- 1865-1348. ; 370 LNBIP, s. 183-191
- Relaterad länk:
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https://research.cha...
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visa fler...
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https://doi.org/10.1...
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https://urn.kb.se/re...
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Abstract
Ämnesord
Stäng
- 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.
Ämnesord
- 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)
Nyckelord
- Retail industry
- Dynamic pricing
- Machine learning
- Business transformation
- Continuous experimentation
Publikations- och innehållstyp
- kon (ämneskategori)
- ref (ämneskategori)
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