{"id":"https://openalex.org/W4407296809","doi":"https://doi.org/10.1080/13658816.2025.2456556","title":"Using an attention-based architecture to incorporate context similarity into spatial non-stationarity estimation","display_name":"Using an attention-based architecture to incorporate context similarity into spatial non-stationarity estimation","publication_year":2025,"publication_date":"2025-02-10","ids":{"openalex":"https://openalex.org/W4407296809","doi":"https://doi.org/10.1080/13658816.2025.2456556"},"language":"en","primary_location":{"id":"doi:10.1080/13658816.2025.2456556","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2025.2456556","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10722/367290","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085580167","display_name":"Sensen Wu","orcid":"https://orcid.org/0000-0001-9322-0149"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sensen Wu","raw_affiliation_strings":["School of Earth Sciences, Zhejiang University","Zhejiang Provincial Key Laboratory of Geographic Information Science"],"raw_orcid":"https://orcid.org/0000-0001-9322-0149","affiliations":[{"raw_affiliation_string":"School of Earth Sciences, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang Provincial Key Laboratory of Geographic Information Science","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095063286","display_name":"Jiale Ding","orcid":"https://orcid.org/0000-0003-3802-9645"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiale Ding","raw_affiliation_strings":["School of Earth Sciences, Zhejiang University"],"raw_orcid":"https://orcid.org/0000-0003-3802-9645","affiliations":[{"raw_affiliation_string":"School of Earth Sciences, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086280314","display_name":"Ruoxu Wang","orcid":"https://orcid.org/0000-0002-7088-5954"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoxu Wang","raw_affiliation_strings":["School of Earth Sciences, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Earth Sciences, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027371448","display_name":"Yige Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yige Wang","raw_affiliation_strings":["School of Earth Sciences, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Earth Sciences, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011513014","display_name":"Ziyu Yin","orcid":"https://orcid.org/0000-0003-0069-2724"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyu Yin","raw_affiliation_strings":["School of Earth Sciences, Zhejiang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Earth Sciences, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100705731","display_name":"Bo Huang","orcid":"https://orcid.org/0000-0002-5063-3522"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Bo Huang","raw_affiliation_strings":["Department of Geography, The University of Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-5063-3522","affiliations":[{"raw_affiliation_string":"Department of Geography, The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069094261","display_name":"Zhenhong Du","orcid":"https://orcid.org/0000-0001-9449-0415"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhenhong Du","raw_affiliation_strings":["School of Earth Sciences, Zhejiang University","Zhejiang Provincial Key Laboratory of Geographic Information Science"],"raw_orcid":"https://orcid.org/0000-0001-9449-0415","affiliations":[{"raw_affiliation_string":"School of Earth Sciences, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang Provincial Key Laboratory of Geographic Information Science","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5069094261"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":9.2643,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.97187305,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"39","issue":"7","first_page":"1460","last_page":"1483"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/spatial-contextual-awareness","display_name":"Spatial contextual awareness","score":0.6591442227363586},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6174495816230774},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5621123909950256},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5554566383361816},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5500102639198303},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4954313039779663},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46348196268081665},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.44809770584106445},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.4302142262458801},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3420710563659668},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32812583446502686},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18624433875083923},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1038070023059845},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.0839855968952179}],"concepts":[{"id":"https://openalex.org/C64754055","wikidata":"https://www.wikidata.org/wiki/Q7574053","display_name":"Spatial contextual awareness","level":2,"score":0.6591442227363586},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6174495816230774},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5621123909950256},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5554566383361816},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5500102639198303},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4954313039779663},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46348196268081665},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.44809770584106445},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.4302142262458801},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3420710563659668},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32812583446502686},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18624433875083923},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1038070023059845},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0839855968952179},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/13658816.2025.2456556","is_oa":false,"landing_page_url":"https://doi.org/10.1080/13658816.2025.2456556","pdf_url":null,"source":{"id":"https://openalex.org/S4210181446","display_name":"International Journal of Geographical Information Systems","issn_l":"0269-3798","issn":["0269-3798","1362-3087"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Geographical Information Science","raw_type":"journal-article"},{"id":"pmh:oai:hub.hku.hk:10722/367290","is_oa":true,"landing_page_url":"http://hdl.handle.net/10722/367290","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:hub.hku.hk:10722/367290","is_oa":true,"landing_page_url":"http://hdl.handle.net/10722/367290","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.5899999737739563}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W151377110","https://openalex.org/W1598151839","https://openalex.org/W1773028378","https://openalex.org/W1967087580","https://openalex.org/W1976840258","https://openalex.org/W1980398988","https://openalex.org/W2046607127","https://openalex.org/W2047120335","https://openalex.org/W2061730269","https://openalex.org/W2105897946","https://openalex.org/W2112620321","https://openalex.org/W2133564696","https://openalex.org/W2172422511","https://openalex.org/W2559807022","https://openalex.org/W2896775444","https://openalex.org/W2914767245","https://openalex.org/W2998570674","https://openalex.org/W3035845777","https://openalex.org/W3127361658","https://openalex.org/W3146598710","https://openalex.org/W3180601057","https://openalex.org/W3209986559","https://openalex.org/W4210246397","https://openalex.org/W4220785391","https://openalex.org/W4220953632","https://openalex.org/W4292247423","https://openalex.org/W4311146591","https://openalex.org/W4360855650","https://openalex.org/W4381235101","https://openalex.org/W4385954420","https://openalex.org/W4389326242","https://openalex.org/W4390984395","https://openalex.org/W4394566113","https://openalex.org/W4394882139","https://openalex.org/W4395463936","https://openalex.org/W4399138646"],"related_works":["https://openalex.org/W2576994247","https://openalex.org/W2608353378","https://openalex.org/W4249206767","https://openalex.org/W2375480909","https://openalex.org/W2353314428","https://openalex.org/W2563559453","https://openalex.org/W2588198209","https://openalex.org/W2382330008","https://openalex.org/W2012019886","https://openalex.org/W1909006023"],"abstract_inverted_index":{"Geographically":[0,76],"weighted":[1],"regression":[2,36,56,98],"(GWR)":[3],"facilitates":[4],"spatial":[5,13,94,97,106,120,151],"modeling":[6,149],"by":[7,168],"providing":[8],"location-specific":[9],"coefficients":[10],"to":[11,24,64,82,89,110,173,189],"capture":[12],"non-stationarity.":[14],"GWR":[15],"incorporates":[16],"a":[17],"distance":[18],"decay":[19],"effect,":[20],"assigning":[21],"greater":[22],"weights":[23,107],"proximal":[25],"observations":[26,40],"under":[27,154],"the":[28,35,55,91,112,140,161],"assumption":[29],"they":[30],"exert":[31],"more":[32],"influence":[33,54],"on":[34,133,180],"parameters.":[37],"However,":[38],"distant":[39],"may":[41],"share":[42],"significant":[43],"context":[44,66,84,123],"similarities,":[45],"such":[46],"as":[47],"socioeconomic":[48],"or":[49],"environmental":[50],"factors,":[51],"which":[52,158],"can":[53],"model.":[57],"This":[58],"study":[59,132],"introduces":[60],"an":[61,101,130],"attention-based":[62],"architecture":[63],"address":[65],"similarity":[67,85],"between":[68],"samples.":[69],"A":[70],"deep":[71],"learning":[72],"model":[73,191],"termed":[74],"Context-Attention":[75],"Weighted":[77],"Regression":[78],"(CatGWR)":[79],"is":[80],"proposed":[81],"integrate":[83],"with":[86],"distance-based":[87],"proximity":[88],"enhance":[90,190],"estimation":[92],"of":[93,115,146,163],"non-stationarity":[95],"in":[96,104,136,148,157],"models.":[99,175],"Such":[100],"integration":[102],"results":[103,167],"contextualized":[105],"for":[108],"CatGWR":[109,147,159],"identify":[111],"varying":[113],"patterns":[114],"nonstationary":[116],"relationships":[117],"across":[118],"different":[119],"locations":[121],"and":[122,129,144,165,184],"conditions.":[124],"Validation":[125],"through":[126],"simulation":[127],"experiments":[128],"empirical":[131],"housing":[134],"prices":[135],"Shenzhen,":[137],"China,":[138],"shows":[139],"superior":[141],"predictive":[142],"accuracy":[143],"robustness":[145],"complex":[150],"interactions,":[152],"especially":[153],"contextual":[155],"influences,":[156],"improves":[160],"R2":[162],"fit":[164],"prediction":[166],"at":[169],"least":[170],"6%":[171],"compared":[172],"existing":[174],"Future":[176],"work":[177],"will":[178],"focus":[179],"optimizing":[181],"bandwidth":[182],"selection":[183],"exploring":[185],"additional":[186],"attention":[187],"mechanisms":[188],"performance.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2025-10-10T00:00:00"}
