{"id":"https://openalex.org/W4407594487","doi":"https://doi.org/10.1007/s00521-024-10833-8","title":"Beyond administrative reports: a deep learning framework for classifying and monitoring crime and accidents leveraging large-scale online news","display_name":"Beyond administrative reports: a deep learning framework for classifying and monitoring crime and accidents leveraging large-scale online news","publication_year":2025,"publication_date":"2025-02-15","ids":{"openalex":"https://openalex.org/W4407594487","doi":"https://doi.org/10.1007/s00521-024-10833-8"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-024-10833-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10833-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10833-8.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10833-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023506216","display_name":"Suppawong Tuarob","orcid":"https://orcid.org/0000-0002-5201-5699"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Suppawong Tuarob","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005957581","display_name":"Phonarnun Tatiyamaneekul","orcid":null},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB","TH"],"is_corresponding":false,"raw_author_name":"Phonarnun Tatiyamaneekul","raw_affiliation_strings":["Department of Computer Science, University College London, London, UK","Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University College London, London, UK","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060634928","display_name":"Siripen Pongpaichet","orcid":"https://orcid.org/0000-0002-2505-9477"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Siripen Pongpaichet","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076114622","display_name":"Tanisa Tawichsri","orcid":null},"institutions":[{"id":"https://openalex.org/I2801080794","display_name":"Government of Thailand","ror":"https://ror.org/05fp08r12","country_code":"TH","type":"government","lineage":["https://openalex.org/I2801080794"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Tanisa Tawichsri","raw_affiliation_strings":["Puey Ungphakorn Institute for Economic Research, Bank of Thailand, Bangkok, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Puey Ungphakorn Institute for Economic Research, Bank of Thailand, Bangkok, Thailand","institution_ids":["https://openalex.org/I2801080794"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064301221","display_name":"Thanapon Noraset","orcid":"https://orcid.org/0000-0002-7080-6523"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Thanapon Noraset","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-7080-6523","affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand","institution_ids":["https://openalex.org/I25399158"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5064301221"],"corresponding_institution_ids":["https://openalex.org/I25399158"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":3.9369,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92449953,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"37","issue":"10","first_page":"7183","last_page":"7205"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12519","display_name":"Cybercrime and Law Enforcement Studies","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12519","display_name":"Cybercrime and Law Enforcement Studies","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10574","display_name":"Crime Patterns and Interventions","score":0.9965999722480774,"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/T12034","display_name":"Digital and Cyber Forensics","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.8731541633605957},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6847156286239624},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6641451716423035},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46869826316833496},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46838098764419556},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37817245721817017},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3696492314338684},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36118650436401367},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.0901440978050232}],"concepts":[{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.8731541633605957},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6847156286239624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6641451716423035},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46869826316833496},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46838098764419556},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37817245721817017},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3696492314338684},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36118650436401367},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0901440978050232},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-024-10833-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10833-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10833-8.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00521-024-10833-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10833-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10833-8.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3097896896","display_name":null,"funder_award_id":"MU-MiniRC02/2564","funder_id":"https://openalex.org/F4320322401","funder_display_name":"Mahidol University"}],"funders":[{"id":"https://openalex.org/F4320322401","display_name":"Mahidol University","ror":"https://ror.org/01znkr924"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407594487.pdf"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W1530964950","https://openalex.org/W1989597542","https://openalex.org/W2044615599","https://openalex.org/W2061272675","https://openalex.org/W2079735306","https://openalex.org/W2116091691","https://openalex.org/W2143911420","https://openalex.org/W2147876157","https://openalex.org/W2148143831","https://openalex.org/W2153962014","https://openalex.org/W2300384860","https://openalex.org/W2321006848","https://openalex.org/W2405919896","https://openalex.org/W2604141036","https://openalex.org/W2739378732","https://openalex.org/W2739433519","https://openalex.org/W2746674112","https://openalex.org/W2747599906","https://openalex.org/W2793350103","https://openalex.org/W2806045169","https://openalex.org/W2885687276","https://openalex.org/W2892891686","https://openalex.org/W2898970737","https://openalex.org/W2900571251","https://openalex.org/W2901275162","https://openalex.org/W2908786777","https://openalex.org/W2911249330","https://openalex.org/W2944138951","https://openalex.org/W2949123513","https://openalex.org/W2959055049","https://openalex.org/W2963341956","https://openalex.org/W2963601337","https://openalex.org/W2963799016","https://openalex.org/W2963825799","https://openalex.org/W2968088375","https://openalex.org/W2981288985","https://openalex.org/W2984432074","https://openalex.org/W2986955934","https://openalex.org/W2996309201","https://openalex.org/W2998196068","https://openalex.org/W3001790167","https://openalex.org/W3006370852","https://openalex.org/W3011772750","https://openalex.org/W3031231579","https://openalex.org/W3035390927","https://openalex.org/W3036813626","https://openalex.org/W3040286619","https://openalex.org/W3100801413","https://openalex.org/W3107905525","https://openalex.org/W3110521199","https://openalex.org/W3121894359","https://openalex.org/W3122396520","https://openalex.org/W3126400384","https://openalex.org/W3158737092","https://openalex.org/W3162917562","https://openalex.org/W3166262337","https://openalex.org/W3171974369","https://openalex.org/W3174942871","https://openalex.org/W3178576742","https://openalex.org/W3200609550","https://openalex.org/W3216785348","https://openalex.org/W4213009331","https://openalex.org/W4213187810","https://openalex.org/W4220842540","https://openalex.org/W4220885600","https://openalex.org/W4221103681","https://openalex.org/W4224001321","https://openalex.org/W4225669931","https://openalex.org/W4225795248","https://openalex.org/W4241588219","https://openalex.org/W4281611091","https://openalex.org/W4288389004","https://openalex.org/W4288457208","https://openalex.org/W4293004520","https://openalex.org/W4295539558","https://openalex.org/W4307561376","https://openalex.org/W4310057531","https://openalex.org/W4323059948","https://openalex.org/W4384825359","https://openalex.org/W6600424091","https://openalex.org/W6931088933","https://openalex.org/W6944580888"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W4393232657","https://openalex.org/W4390638272","https://openalex.org/W2611989081","https://openalex.org/W2731899572","https://openalex.org/W4230611425","https://openalex.org/W4294635752","https://openalex.org/W4304166257","https://openalex.org/W2472237121","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"escalating":[2],"prevalence":[3],"of":[4,78,90],"violent":[5],"crimes":[6],"and":[7,15,48,107,119,122,133],"accidents":[8],"underscores":[9],"the":[10],"urgent":[11],"need":[12],"for":[13,129],"efficient":[14],"timely":[16,120],"monitoring":[17,124],"systems.":[18],"Traditional":[19],"methods":[20],"reliant":[21],"on":[22,74],"administrative":[23],"reports":[24],"often":[25],"suffer":[26],"from":[27],"significant":[28],"delays.":[29],"This":[30,111],"paper":[31],"proposes":[32],"CRIMSON,":[33],"a":[34,53,59,75,117],"novel":[35],"framework":[36],"that":[37,57],"leverages":[38,58],"large-scale":[39],"online":[40,114],"news":[41,68,80,97,115],"to":[42,65],"provide":[43],"real-time":[44,99],"insights":[45,128],"into":[46,98],"crime":[47,109,121],"accident":[49,123],"trends.":[50],"CRIMSON":[51,94],"utilizes":[52],"multi-label":[54],"classification":[55],"technique":[56],"fine-tuned,":[60],"pre-trained,":[61],"cross-lingual":[62],"language":[63],"model":[64],"accurately":[66],"categorize":[67],"articles.":[69],"Our":[70],"experimental":[71],"results,":[72],"conducted":[73],"substantial":[76],"dataset":[77],"Thai":[79],"articles,":[81],"demonstrate":[82],"superior":[83],"performance,":[84],"achieving":[85],"an":[86],"average":[87],"F1":[88],"score":[89],"86%.":[91],"Beyond":[92],"classification,":[93],"aggregates":[95],"categorized":[96],"statistics,":[100],"revealing":[101],"strong":[102],"correlations":[103],"between":[104],"news-reported":[105],"incidents":[106],"official":[108],"data.":[110],"study":[112],"pioneers":[113],"as":[116],"reliable":[118],"source,":[125],"offering":[126],"valuable":[127],"law":[130],"enforcement,":[131],"policymakers,":[132],"researchers.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}