{"id":"https://openalex.org/W4404612129","doi":"https://doi.org/10.1145/3678717.3691321","title":"Comparing Spatial-Temporal Knowledge Graph on Spatial Downstream Tasks","display_name":"Comparing Spatial-Temporal Knowledge Graph on Spatial Downstream Tasks","publication_year":2024,"publication_date":"2024-10-29","ids":{"openalex":"https://openalex.org/W4404612129","doi":"https://doi.org/10.1145/3678717.3691321"},"language":"en","primary_location":{"id":"doi:10.1145/3678717.3691321","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3678717.3691321","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3678717.3691321","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093224352","display_name":"Martin B\u00f6ckling","orcid":null},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Martin B\u00f6ckling","raw_affiliation_strings":["University of Mannheim, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"University of Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040542771","display_name":"Heiko Paulheim","orcid":null},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Heiko Paulheim","raw_affiliation_strings":["University of Mannheim, Data and Web Science Group, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"University of Mannheim, Data and Web Science Group, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025927061","display_name":"Sarah Detzler","orcid":"https://orcid.org/0000-0002-7504-8856"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sarah Detzler","raw_affiliation_strings":["Corporate State University of Mannheim, Mannheim, Germany"],"affiliations":[{"raw_affiliation_string":"Corporate State University of Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5093224352"],"corresponding_institution_ids":["https://openalex.org/I177802217"],"apc_list":null,"apc_paid":null,"fwci":0.52,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67637691,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"581","last_page":"584"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7535521984100342},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.541737973690033},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.521674394607544},{"id":"https://openalex.org/keywords/downstream","display_name":"Downstream (manufacturing)","score":0.4505225121974945},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2972908020019531},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.252849280834198},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07813110947608948}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7535521984100342},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.541737973690033},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.521674394607544},{"id":"https://openalex.org/C2776207758","wikidata":"https://www.wikidata.org/wiki/Q5303302","display_name":"Downstream (manufacturing)","level":2,"score":0.4505225121974945},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2972908020019531},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.252849280834198},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07813110947608948},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3678717.3691321","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3678717.3691321","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:ub-madoc.bib.uni-mannheim.de:68283","is_oa":true,"landing_page_url":null,"pdf_url":"https://madoc.bib.uni-mannheim.de/68283/1/3678717.3691321.pdf","source":{"id":"https://openalex.org/S4377196315","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"}],"best_oa_location":{"id":"doi:10.1145/3678717.3691321","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3678717.3691321","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2295598076","https://openalex.org/W2523679382","https://openalex.org/W3021393704","https://openalex.org/W3046075728","https://openalex.org/W3120491054","https://openalex.org/W3169061440","https://openalex.org/W3199018466","https://openalex.org/W4229072483","https://openalex.org/W4229377031","https://openalex.org/W4387846234","https://openalex.org/W4391831565","https://openalex.org/W6950597637"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1583765404","https://openalex.org/W4214653257","https://openalex.org/W2390279801","https://openalex.org/W2055438207","https://openalex.org/W4391913857","https://openalex.org/W2521424917","https://openalex.org/W2358668433"],"abstract_inverted_index":{"Knowledge":[0,20],"graphs":[1],"have":[2,25,50,115],"become":[3],"a":[4,52,86,90],"universal":[5],"data":[6,34],"representation":[7],"and":[8,35,48,74,89,122],"integration":[9],"mechanism.":[10],"They":[11],"recently":[12],"gained":[13],"interest":[14],"in":[15,23,55,107,125],"the":[16,37,56,71,77,98,119],"spatial":[17,33,40],"area.":[18],"Spatial-Temporal":[19],"Graphs":[21],"(STKGs)":[22],"particular":[24],"been":[26],"created":[27],"to":[28],"integrate":[29],"diverse":[30],"sets":[31],"of":[32,39,58],"model":[36],"relationships":[38],"entities.":[41],"Public":[42],"knowledge":[43,100],"graphs,":[44],"such":[45],"as":[46,109,111],"KnowWhereGraph":[47],"WorldKG,":[49],"received":[51],"high":[53],"traction":[54],"domain":[57],"STKGs.":[59],"In":[60],"this":[61],"paper,":[62],"we":[63],"compare":[64],"three":[65],"STKGs":[66,108],"using":[67],"downstream":[68,120],"tasks":[69],"within":[70],"Spatio-Temporal":[72],"domain,":[73],"also":[75],"discuss":[76,123],"underlying":[78],"modeling":[79,105],"decisions.":[80],"We":[81,102],"conduct":[82],"an":[83,116],"evaluation":[84],"on":[85,118],"wildfire":[87],"dataset":[88],"housing":[91],"dataset,":[92],"comparing":[93],"different":[94,99],"embedding":[95],"methodologies":[96],"for":[97],"graphs.":[101],"show":[103],"that":[104],"paradigms":[106],"well":[110],"algorithmic":[112],"choices":[113],"can":[114],"impact":[117],"performance,":[121],"challenges":[124],"both":[126],"areas.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}