dc.date.accessioned | 2020-05-24T18:42:58Z | |
dc.date.available | 2020-05-24T18:42:58Z | |
dc.date.created | 2019-12-29T14:43:13Z | |
dc.date.issued | 2019 | |
dc.identifier.citation | Myklebust, Erik Bryhn Jimenez-Ruiz, Ernesto Chen, Jiaoyan Wolf, Raoul Tollefsen, Knut-Erik . Knowledge graph embedding for ecotoxicological effect prediction. CEUR Workshop Proceedings. 2019, 2456, 37-40 | |
dc.identifier.uri | http://hdl.handle.net/10852/76211 | |
dc.description.abstract | Exploring the effects of a chemical compound on a species takes a considerable experimental effort. Appropriate methods for estimating and suggesting new effects can dramatically reduce the work needed to be done by a laboratory. Here, we explore the suitability of using a knowledge graph embedding approach for ecotoxicological effect prediction. A knowledge graph has been constructed from publicly available data sets, including a species taxonomy and chemical knowledge. These knowledge sources are integrated by ontology alignment techniques. Our experimental results show that the knowledge graph and its embeddings augment the baseline models. | |
dc.language | EN | |
dc.publisher | Technical University of Aachen | |
dc.rights | Attribution 4.0 International | |
dc.rights.uri | https://creativecommons.org/licenses/by/4.0/ | |
dc.title | Knowledge graph embedding for ecotoxicological effect prediction | |
dc.type | Journal article | |
dc.creator.author | Myklebust, Erik Bryhn | |
dc.creator.author | Jimenez-Ruiz, Ernesto | |
dc.creator.author | Chen, Jiaoyan | |
dc.creator.author | Wolf, Raoul | |
dc.creator.author | Tollefsen, Knut-Erik | |
cristin.unitcode | 185,15,5,0 | |
cristin.unitname | Institutt for informatikk | |
cristin.ispublished | true | |
cristin.fulltext | original | |
cristin.qualitycode | 1 | |
dc.identifier.cristin | 1729928 | |
dc.identifier.bibliographiccitation | info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=CEUR Workshop Proceedings&rft.volume=2456&rft.spage=37&rft.date=2019 | |
dc.identifier.jtitle | CEUR Workshop Proceedings | |
dc.identifier.volume | 2456 | |
dc.identifier.startpage | 33 | |
dc.identifier.endpage | 36 | |
dc.identifier.urn | URN:NBN:no-79311 | |
dc.type.document | Tidsskriftartikkel | |
dc.type.peerreviewed | Peer reviewed | |
dc.source.issn | 1613-0073 | |
dc.identifier.fulltext | Fulltext https://www.duo.uio.no/bitstream/handle/10852/76211/1/Myklebust%2Bet%2Bal.%2B2019%2BArticle.pdf | |
dc.type.version | PublishedVersion | |