Quotation Waltersdorfer, Laura, Breit, Anna, Ekaputra, Fajar J., Sabou, Reka Marta. 2021. Bridging Semantic Web and Machine Learning: First Results of a Systematic Mapping Study. In Database and Expert Systems Applications - DEXA 2021 Workshops, Hrsg. Gabriele Kotsis, A Min Tjoa, Ismail Khalil, Dr. Bernhard Moser, Atif Mashkoor, Johannes Sametinger, Dr. Anna Fensel, Prof. Jorge Martinez-Gil, Lukas Fischer, Gerald Czech, Florian Sobieczky, Sohail Khan, 0-0. Wien: Springer.


RIS


BibTeX

Abstract

Both symbolic and subsymbolic AI research have seen a recent surge driven by innovative approaches, such as neural networks and knowledge graphs. Further opportunities lie in the combined use of these two paradigms in ways that benefit from their complementary strengths. Accordingly, there is much research at the confluence of these two research areas and a number of efforts were already made to survey and analyze the resulting research area. However, to our knowledge, none of these surveys rely on methodologies that aim to capture an evidence-based characterization of the area while at the same time being reproducible. To fill in this gap, in this paper we report on our ongoing work to apply a systematic mapping study methodology to better characterise systems in this area. Given the breadth of the area, we scope the study to focus on systems that combine semantic web technologies and machine learning, which we call SWeML Systems. While the study is still ongoing, we hereby report on its design and the first results obtained.

Tags

Press 'enter' for creating the tag

Publication's profile

Status of publication Published
Affiliation External
Type of publication Contribution to conference proceedings
Language English
Title Bridging Semantic Web and Machine Learning: First Results of a Systematic Mapping Study
Title of whole publication Database and Expert Systems Applications - DEXA 2021 Workshops
Editor Gabriele Kotsis, A Min Tjoa, Ismail Khalil, Dr. Bernhard Moser, Atif Mashkoor, Johannes Sametinger, Dr. Anna Fensel, Prof. Jorge Martinez-Gil, Lukas Fischer, Gerald Czech, Florian Sobieczky, Sohail Khan
Page from 0
Page to 0
Location Wien
Publisher Springer
Year 2021
URL https://www.springerprofessional.de/bridging-semantic-web-and-machine-learning-first-results-of-a-sy/19677046
Open Access N

Associations

People
Sabou, Reka Marta (Details)
External
Breit, Anna (TU Wien, Austria)
Ekaputra, Fajar J. (TU Wien, Austria)
Waltersdorfer, Laura (TU Wien, Austria)
Organization
Institute for Data, Process and Knowledge Management (AE Sabou) (Details)
Research areas (Ă–STAT Classification 'Statistik Austria')
1109 Information and data processing (Details)
1122 Artificial intelligence (Details)
1127 Information science (Details)
1138 Information systems (Details)
1140 Software engineering (Details)
Google Scholar: Search