{"id":"https://openalex.org/W2013222108","doi":"https://doi.org/10.1109/icmlc.2010.5580971","title":"A novel serial crime prediction model based on Bayesian learning theory","display_name":"A novel serial crime prediction model based on Bayesian learning theory","publication_year":2010,"publication_date":"2010-07-01","ids":{"openalex":"https://openalex.org/W2013222108","doi":"https://doi.org/10.1109/icmlc.2010.5580971","mag":"2013222108"},"language":"en","primary_location":{"id":"doi:10.1109/icmlc.2010.5580971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2010.5580971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 International Conference on Machine Learning and Cybernetics","raw_type":"proceedings-article"},"type":"article","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/A5048686150","display_name":"Renjie Liao","orcid":"https://orcid.org/0009-0001-1660-9959"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Renjie Liao","raw_affiliation_strings":["Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","Department of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033284348","display_name":"Xueyao Wang","orcid":"https://orcid.org/0009-0002-3304-4993"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyao Wang","raw_affiliation_strings":["Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","Department of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062908646","display_name":"Lun Li","orcid":"https://orcid.org/0000-0002-9984-5948"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lun Li","raw_affiliation_strings":["Department of Mechanical Engineering and Automation, Beihang University, Beijing, China","[Department of Mechanical Engineering and Automation, Beihang University, Beijing 100191, China]"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering and Automation, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"[Department of Mechanical Engineering and Automation, Beihang University, Beijing 100191, China]","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032405950","display_name":"Zengchang Qin","orcid":"https://orcid.org/0000-0002-8084-6721"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zengchang Qin","raw_affiliation_strings":["Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","Department of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"Department of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5048686150"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":0.9821,"has_fulltext":false,"cited_by_count":39,"citation_normalized_percentile":{"value":0.8537676,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1757","last_page":"1762"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10574","display_name":"Crime Patterns and Interventions","score":0.9922000169754028,"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":0.9922000169754028,"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":0.9837999939918518,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9156000018119812,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.690004289150238},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5791110396385193},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5203911066055298},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5057344436645508}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.690004289150238},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5791110396385193},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5203911066055298},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5057344436645508}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmlc.2010.5580971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2010.5580971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 International Conference on Machine Learning and Cybernetics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334924","display_name":"Program for New Century Excellent Talents in University","ror":"https://ror.org/01mv9t934"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W112612099","https://openalex.org/W1493169713","https://openalex.org/W1976361441","https://openalex.org/W1977234398","https://openalex.org/W2076766584","https://openalex.org/W2088047416","https://openalex.org/W2163858553","https://openalex.org/W4249855545","https://openalex.org/W6818741523"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"How":[0],"to":[1,6,26,66,88],"build":[2],"affective":[3],"mathematical":[4],"models":[5],"understand":[7],"the":[8,56,63,82,101,135,153,158,161],"behaviors":[9],"of":[10,55,99,141,160],"serial":[11,37,52,143],"crimes":[12],"is":[13,95,112],"an":[14],"interesting":[15],"research":[16],"field":[17],"in":[18,146],"public":[19],"security.":[20],"Several":[21],"theories":[22],"have":[23],"been":[24],"proposed":[25],"handle":[27],"this":[28,31],"problem.":[29],"In":[30],"paper,":[32],"we":[33,60,90,149],"introduce":[34],"a":[35,51,74,92,96,138,142],"novel":[36],"crime":[38,58,84,103,139,144,163],"prediction":[39,85,111],"model":[40,136],"using":[41,73],"Bayesian":[42,130],"learning":[43,131],"theory.":[44,132],"There":[45],"are":[46],"many":[47],"potential":[48],"factors":[49,64],"affecting":[50],"offender's":[53,154],"selection":[54],"next":[57,102,162],"site,":[59],"mainly":[61],"studied":[62],"related":[65],"geographic":[67,93,117],"information.":[68],"For":[69],"each":[70],"factor,":[71],"by":[72,114,120],"discrete":[75],"distance":[76],"decay":[77],"function":[78],"which":[79,123],"derives":[80],"from":[81],"classical":[83],"theory":[86],"\u201cJourney":[87],"Crime\u201d,":[89],"create":[91],"profilewhich":[94],"probability":[97],"distribution":[98],"being":[100],"site":[104],"on":[105,129,137],"given":[106],"geographical":[107],"locations.":[108],"The":[109],"final":[110],"made":[113],"combining":[115],"all":[116],"profiles":[118],"weighted":[119],"effect":[121],"functions":[122],"can":[124,150],"be":[125],"adjusted":[126],"adaptively":[127],"based":[128],"By":[133],"testing":[134],"dataset":[140],"happened":[145],"Gansu,":[147],"China,":[148],"successfully":[151],"capture":[152],"intentions":[155],"and":[156],"locate":[157],"neighborhood":[159],"scene.":[164]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
