Abstract
Environmental risk events, such as flooding, can disrupt freight routes and cause business losses. It is therefore crucial to proactively identify and manage these risks. When identifying environmental risks, it is essential to examine the impact of these events on freight routes. In this paper, we extract knowledge about environmental risk events from the knowledge graph and build a machine-learning model to identify freight routes potentially affected by floods. We propose a news recommendation system, namely the News Recommender for Environmental Risk Identification & Analysis (NR-ERIA), to recommend news related to a location of interest that has the risk of being affected by environmental risk events to support the risk management. We conducted experiments on real-world datasets and achieved an accuracy of 0.908 in proactively detecting disruptions, which is 196% higher than the baseline approach, demonstrating the effectiveness of our proposed system.
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the Second International Workshop on Linked Data-driven Resilience Research 2023 co-located with Extended Semantic Web Conference 2023 (ESWC 2023) |
| Editors | Sebastian Tramp, Ricardo Usbeck, Natanael Arndt, Julia Holze, Soren Auer |
| Publisher | CEUR Workshop Proceedings |
| Number of pages | 10 |
| Publication status | Published - 2023 |
| Event | 2nd International Workshop on Linked Data-Driven Resilience Research, D2R2 2023 - Aldemar Knossos Royal & Royal Villa, Hersonissos, Greece Duration: 28 May 2023 → 29 May 2023 https://2023.d2r2.aksw.org/program/ (Conference program) https://ceur-ws.org/Vol-3401/ (Conference proceedings) https://2023.d2r2.aksw.org/ (Conference website) https://2023.d2r2.aksw.org/call-for-papers/ (Call for papers) https://www.inf.uni-hamburg.de/en/inst/ab/sems/home/news/2023/d2r2-eswc.html (Significance) |
Publication series
| Name | CEUR Workshop Proceedings |
|---|---|
| Publisher | CEUR Workshop Proceedings |
| Volume | 3401 |
| ISSN (Print) | 1613-0073 |
Conference
| Conference | 2nd International Workshop on Linked Data-Driven Resilience Research, D2R2 2023 |
|---|---|
| Country/Territory | Greece |
| City | Hersonissos |
| Period | 28/05/23 → 29/05/23 |
| Other | We are happy to announce that the Second International Workshop on Linked Data-driven Resilience Research will be organized by the CoyPu project at the ESWC 2023. It will provide an open forum to exchange current issues, ideas, and trends in the area of Data-driven Resilience Research. The workshop will bring together scientists, software engineers, resilience practitioners, and domain experts in order to approach the topic from a multi-disciplinary perspective. For more information please have a look at the D2R2 Workshop Website. |
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