{"id":"https://openalex.org/W7134901337","doi":"https://doi.org/10.1109/sccc67219.2025.11420279","title":"Enhancing Spatio-Temporal Crime Prediction in Valencia with a ST-Transformer Architecture","display_name":"Enhancing Spatio-Temporal Crime Prediction in Valencia with a ST-Transformer Architecture","publication_year":2025,"publication_date":"2025-10-01","ids":{"openalex":"https://openalex.org/W7134901337","doi":"https://doi.org/10.1109/sccc67219.2025.11420279"},"language":null,"primary_location":{"id":"doi:10.1109/sccc67219.2025.11420279","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sccc67219.2025.11420279","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 44th International Conference of the Chilean Computer Science Society (SCCC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128800590","display_name":"Rodrigo Pino","orcid":null},"institutions":[{"id":"https://openalex.org/I13897259","display_name":"Universidad Andr\u00e9s Bello","ror":"https://ror.org/01qq57711","country_code":"CL","type":"education","lineage":["https://openalex.org/I13897259"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Rodrigo Pino","raw_affiliation_strings":["Universidad Andres Bello"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Andres Bello","institution_ids":["https://openalex.org/I13897259"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030296026","display_name":"Orietta Nicolis","orcid":"https://orcid.org/0000-0001-8046-6983"},"institutions":[{"id":"https://openalex.org/I13897259","display_name":"Universidad Andr\u00e9s Bello","ror":"https://ror.org/01qq57711","country_code":"CL","type":"education","lineage":["https://openalex.org/I13897259"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Orietta Nicolis","raw_affiliation_strings":["Universidad Andres Bello"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Andres Bello","institution_ids":["https://openalex.org/I13897259"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103185957","display_name":"Jorge Mateu","orcid":"https://orcid.org/0000-0002-2868-7604"},"institutions":[{"id":"https://openalex.org/I10902133","display_name":"Universitat Jaume I","ror":"https://ror.org/02ws1xc11","country_code":"ES","type":"education","lineage":["https://openalex.org/I10902133"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jorge Mateu","raw_affiliation_strings":["Universitat Jaume I"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitat Jaume I","institution_ids":["https://openalex.org/I10902133"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052963935","display_name":"Marcos L\u00e9vano","orcid":"https://orcid.org/0000-0002-7525-3796"},"institutions":[{"id":"https://openalex.org/I2802558902","display_name":"Universidad Cat\u00f3lica de Temuco","ror":"https://ror.org/051nvp675","country_code":"CL","type":"education","lineage":["https://openalex.org/I2802558902"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Marcos Levano","raw_affiliation_strings":["Universidad Cat\u00f3lica de Temuco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Cat\u00f3lica de Temuco","institution_ids":["https://openalex.org/I2802558902"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121474418","display_name":"Billy Peralta","orcid":null},"institutions":[{"id":"https://openalex.org/I13897259","display_name":"Universidad Andr\u00e9s Bello","ror":"https://ror.org/01qq57711","country_code":"CL","type":"education","lineage":["https://openalex.org/I13897259"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Billy Peralta","raw_affiliation_strings":["Universidad Andres Bello"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Andres Bello","institution_ids":["https://openalex.org/I13897259"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.83242824,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10574","display_name":"Crime Patterns and Interventions","score":0.5942000150680542,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10574","display_name":"Crime Patterns and Interventions","score":0.5942000150680542,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.07760000228881836,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12740","display_name":"Gait Recognition and Analysis","score":0.014499999582767487,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4221999943256378},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2883000075817108},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.2784000039100647},{"id":"https://openalex.org/keywords/valencia","display_name":"Valencia","score":0.26809999346733093},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.25999999046325684}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4284999966621399},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4221999943256378},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.29679998755455017},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2883000075817108},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2685000002384186},{"id":"https://openalex.org/C2781179785","wikidata":"https://www.wikidata.org/wiki/Q136626","display_name":"Valencia","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2639999985694885},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.25290000438690186},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sccc67219.2025.11420279","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sccc67219.2025.11420279","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 44th International Conference of the Chilean Computer Science Society (SCCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.7127469182014465}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1981780459","https://openalex.org/W2064675550","https://openalex.org/W2124437815","https://openalex.org/W2895806569","https://openalex.org/W2914265404","https://openalex.org/W2963351448","https://openalex.org/W3004145826","https://openalex.org/W3108650604","https://openalex.org/W3111538899","https://openalex.org/W3126721948","https://openalex.org/W4385245566","https://openalex.org/W4404740635"],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,8,27,33,39,44,88,125],"face":[2],"of":[3,11,29,42,48,90,98],"growing":[4],"urban":[5],"environments":[6],"and":[7,59,67,76,130,136],"increasing":[9],"availability":[10],"geospatial":[12],"data,":[13,50],"crime":[14,49,85,134],"prediction":[15,135],"has":[16],"emerged":[17],"as":[18],"a":[19,95,106],"key":[20],"topic":[21],"for":[22,140],"enhancing":[23],"public":[24],"safety,":[25],"highlighting":[26],"relevance":[28],"this":[30],"study":[31],"within":[32],"global":[34],"context.":[35],"This":[36,92],"work":[37],"addresses":[38],"technical":[40],"challenge":[41],"modeling":[43],"complex":[45],"spatio-temporal":[46,77,120],"nature":[47],"recognizing":[51],"that":[52,102],"traditional":[53],"approaches":[54],"often":[55],"overlook":[56],"long-range":[57],"spatial":[58,129],"temporal":[60,131],"dependencies.":[61],"To":[62],"tackle":[63],"this,":[64],"we":[65],"implemented":[66],"compared":[68],"three":[69],"competitive":[70],"neural":[71],"network":[72],"architectures,":[73],"LSTM,":[74],"ConvLSTM,":[75,113],"Transformers":[78],"(ST-Transformers),":[79],"evaluating":[80],"their":[81,115],"performance":[82,111],"in":[83,87,109,133,144],"predicting":[84],"occurrences":[86],"city":[89],"Valencia.":[91],"paper":[93],"provides":[94],"thorough":[96],"analysis":[97],"each":[99],"model,":[100],"showing":[101],"ST-Transformers":[103],"achieved":[104],"approximately":[105],"3%":[107],"improvement":[108],"predictive":[110],"over":[112],"confirming":[114],"superior":[116],"ability":[117],"to":[118,127],"capture":[119],"patterns.":[121],"These":[122],"findings":[123],"reinforce":[124],"need":[126],"integrate":[128],"dimensions":[132],"provide":[137],"valuable":[138],"evidence":[139],"leveraging":[141],"AI-based":[142],"tools":[143],"preventive":[145],"strategies.":[146]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-03-12T00:00:00"}
