A systematic literature review of machine learning canvases
Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
Authors
The use of machine learning technology is still significantly lower in small and medium sized enterprises than in large enterprises. It seems that there are specific challenges in the implementation of data-driven methods, that hinder SMEs in their adoption. One approach to support the initialization and execution of such methods is the use of boundary objects, e.g., canvases, serving as a visual communication document. As it is not clear which approaches are being pursued in detail and how they are interrelated, in this paper, a systematic literature review is being presented, that identifies and analyzes 18 canvas artifacts. These canvases represent the status quo and they can be grouped into four distinct categories of different foci. The aggregation of the fields and questions provides an essence of canvas contents, to point out gaps and ultimately to expand the canvas approach as well as ML adoption.
(Workshop: Künstliche Intelligenz für kleine und mittlere Unternehmen (KI-KMU 2021)
(Workshop: Künstliche Intelligenz für kleine und mittlere Unternehmen (KI-KMU 2021)
Original language | English |
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Title of host publication | INFORMATIK 2021 - Die 51. Jahrestagung der Gesellschaft fur Informatikin : Computer Science and Sustainability |
Editors | Gesellschaft für Informatik e.V. (GI) |
Number of pages | 15 |
Place of Publication | Bonn |
Publisher | Gesellschaft für Informatik e.V. |
Publication date | 05.10.2021 |
Pages | 1221-1235 |
ISBN (electronic) | 978-3-88579-708-1 |
DOIs | |
Publication status | Published - 05.10.2021 |
Event | 51. Jahrestagung der Gesellschaft für Informatik - INFORMATIK 2021: Computer Science & Sustainability - Online, Berlin, Germany Duration: 27.09.2021 → 01.10.2021 Conference number: 51 https://informatik2021.gi.de/ |
- Informatics - Machine Learning, Canvas, Literature Review, SME
- Business informatics
- Canvas, Literature Review, Machine Learning, SME