Graph-Supported Preparation of GIS Machine Learning Datasets
dc.contributor.author | Ernst, Sebastian | |
dc.date.accessioned | 2023-09-21T09:52:01Z | |
dc.date.available | 2023-09-21T09:52:01Z | |
dc.date.issued | 2023 | |
dc.description.abstract | The paper presents an approach to preparing spatial (GIS) datasets for machine learning models, and using graph structure to materialise and utilise the results. The presented work is based on the Spatially-Triggered Graph Transformations (STGT) methodology, previously used for many realworld applications, e.g. in the area of smart cities. A workflow using OSM data is presented, aimed at improving the granularity and semantic annotation of map features. | en_EN |
dc.identifier.citation | Ernst S., Graph-Supported Preparation of GIS Machine Learning Datasets. W: Progress in Polish Artificial Intelligence Research 4, Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, s. 107-112, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.15. | |
dc.identifier.doi | 10.34658/9788366741928.15 | |
dc.identifier.isbn | 978-83-66741-92-8 | |
dc.identifier.uri | http://hdl.handle.net/11652/4790 | |
dc.identifier.uri | https://doi.org/10.34658/9788366741928.15 | |
dc.language.iso | en | en_EN |
dc.page.number | s. 107-112 | |
dc.publisher | Wydawnictwo Politechniki Łódzkiej | pl_PL |
dc.publisher | Lodz University of Technology Press | en_EN |
dc.relation.ispartof | Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928. | |
dc.rights | Dla wszystkich w zakresie dozwolonego użytku | pl_PL |
dc.rights | Fair use condition | en_EN |
dc.rights.license | Licencja PŁ | pl_PL |
dc.rights.license | LUT License | en_EN |
dc.subject | graph transformations | en_EN |
dc.subject | ML | en_EN |
dc.subject | classification | en_EN |
dc.subject | GIS | en_EN |
dc.subject | smart cities | en_EN |
dc.subject | transformacje grafów | pl_PL |
dc.subject | ML | pl_PL |
dc.subject | klasyfikacja | pl_PL |
dc.subject | ML | pl_PL |
dc.subject | inteligentne miasta | pl_PL |
dc.title | Graph-Supported Preparation of GIS Machine Learning Datasets | en_EN |
dc.type | Rozdział - monografia | pl_PL |
dc.type | Chapter - monograph | en_EN |