{"id":"https://openalex.org/W7125769970","doi":"https://doi.org/10.3233/faia251649","title":"A New Compression Strategy for Spatial Co-Location Patterns Based on Fuzzy \u03b2 Covering","display_name":"A New Compression Strategy for Spatial Co-Location Patterns Based on Fuzzy \u03b2 Covering","publication_year":2026,"publication_date":"2026-01-27","ids":{"openalex":"https://openalex.org/W7125769970","doi":"https://doi.org/10.3233/faia251649"},"language":null,"primary_location":{"id":"doi:10.3233/faia251649","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251649","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/faia251649","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5123898651","display_name":"Chunhu Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I120825670","display_name":"Yunnan Normal University","ror":"https://ror.org/00sc9n023","country_code":"CN","type":"education","lineage":["https://openalex.org/I120825670"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunhu Luo","raw_affiliation_strings":["School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China"],"raw_orcid":"https://orcid.org/0009-0007-1745-0971","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China","institution_ids":["https://openalex.org/I120825670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123986397","display_name":"Yue Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I120825670","display_name":"Yunnan Normal University","ror":"https://ror.org/00sc9n023","country_code":"CN","type":"education","lineage":["https://openalex.org/I120825670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Duan","raw_affiliation_strings":["School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China","institution_ids":["https://openalex.org/I120825670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123999402","display_name":"Xiaoxuan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I120825670","display_name":"Yunnan Normal University","ror":"https://ror.org/00sc9n023","country_code":"CN","type":"education","lineage":["https://openalex.org/I120825670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxuan Wang","raw_affiliation_strings":["School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China"],"raw_orcid":"https://orcid.org/0000-0002-0922-4719","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China","institution_ids":["https://openalex.org/I120825670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124019469","display_name":"Pan Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I120825670","display_name":"Yunnan Normal University","ror":"https://ror.org/00sc9n023","country_code":"CN","type":"education","lineage":["https://openalex.org/I120825670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pan Tan","raw_affiliation_strings":["School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China","institution_ids":["https://openalex.org/I120825670"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123988718","display_name":"Wen Xiong","orcid":null},"institutions":[{"id":"https://openalex.org/I120825670","display_name":"Yunnan Normal University","ror":"https://ror.org/00sc9n023","country_code":"CN","type":"education","lineage":["https://openalex.org/I120825670"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Xiong","raw_affiliation_strings":["School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Yunnan Normal University, Kunming, 650500, China","institution_ids":["https://openalex.org/I120825670"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5123898651"],"corresponding_institution_ids":["https://openalex.org/I120825670"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.41666667,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.5094000101089478,"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"}},"topics":[{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.5094000101089478,"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"}},{"id":"https://openalex.org/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.22859999537467957,"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/T10757","display_name":"Geographic Information Systems Studies","score":0.05420000106096268,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6635000109672546},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4562999904155731},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.45210000872612},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.4284999966621399},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.4260999858379364},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.4120999872684479},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.3637999892234802},{"id":"https://openalex.org/keywords/compression","display_name":"Compression (physics)","score":0.3547999858856201}],"concepts":[{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6941999793052673},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6635000109672546},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6452000141143799},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4562999904155731},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45210000872612},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.4284999966621399},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.4260999858379364},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.4120999872684479},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4106000065803528},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.3637999892234802},{"id":"https://openalex.org/C180016635","wikidata":"https://www.wikidata.org/wiki/Q2712821","display_name":"Compression (physics)","level":2,"score":0.3547999858856201},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.350600004196167},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.349700003862381},{"id":"https://openalex.org/C140073362","wikidata":"https://www.wikidata.org/wiki/Q738759","display_name":"Soft computing","level":3,"score":0.3271999955177307},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.3269999921321869},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.32019999623298645},{"id":"https://openalex.org/C148671577","wikidata":"https://www.wikidata.org/wiki/Q5511133","display_name":"Fuzzy set operations","level":4,"score":0.298799991607666},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2987000048160553},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.2906999886035919},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.28929999470710754}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia251649","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251649","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia251649","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251649","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7173571586608887,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Spatial":[0],"co-location":[1],"patterns":[2],"(SCPs)":[3],"are":[4,13],"defined":[5],"as":[6],"sets":[7],"of":[8],"spatial":[9,21,30,57,85,135],"features":[10],"whose":[11],"instances":[12],"frequently":[14],"located":[15],"near":[16],"each":[17],"other.":[18],"While":[19],"fuzzy":[20,48,74,81],"structures":[22],"have":[23],"advanced":[24],"SCP":[25,49],"mining":[26,76],"by":[27,123],"modeling":[28],"real-world":[29,109],"uncertainty,":[31],"they":[32],"often":[33],"incur":[34],"high":[35],"computational":[36,128],"costs":[37],"and":[38,111,130],"lead":[39],"to":[40,88,100],"explosive":[41],"growth":[42],"in":[43,53,133],"redundant":[44],"co-locations.":[45],"Additionally,":[46],"traditional":[47],"representations":[50],"lack":[51],"precision":[52],"capturing":[54],"semantically":[55],"meaningful":[56],"relationships,":[58],"limiting":[59],"their":[60],"usefulness":[61],"for":[62,83],"decision":[63],"support.":[64],"To":[65],"address":[66],"these":[67],"challenges,":[68],"this":[69],"paper":[70],"proposes":[71],"a":[72,93],"novel":[73],"\u03b2-covering-based":[75],"framework,":[77],"which:":[78],"(1)":[79],"employs":[80],"clustering":[82],"adaptive":[84],"soft":[86],"partitioning":[87],"handle":[89],"uncertainty;":[90],"(2)":[91],"introduces":[92],"Fuzzy":[94],"Covering":[95],"Participation":[96],"Rate":[97],"(FCPR)":[98],"metric":[99],"rigorously":[101],"quantify":[102],"feature":[103],"contributions.":[104],"Comprehensive":[105],"experiments":[106],"on":[107],"two":[108],"datasets":[110],"multiple":[112],"synthetic":[113],"benchmarks":[114],"demonstrate":[115],"that":[116],"the":[117],"proposed":[118],"approach":[119],"mitigates":[120],"pattern":[121,136],"explosion":[122],"14.3\u201376.9%,":[124],"substantially":[125],"improving":[126],"both":[127],"efficiency":[129],"analytical":[131],"utility":[132],"uncertainty-aware":[134],"mining.":[137]},"counts_by_year":[],"updated_date":"2026-01-28T23:18:48.515280","created_date":"2026-01-28T00:00:00"}
