{"id":"https://openalex.org/W4413279677","doi":"https://doi.org/10.3390/a18080523","title":"Intelligent Method for Generating Criminal Community Influence Risk Parameters Using Neural Networks and Regional Economic Analysis","display_name":"Intelligent Method for Generating Criminal Community Influence Risk Parameters Using Neural Networks and Regional Economic Analysis","publication_year":2025,"publication_date":"2025-08-18","ids":{"openalex":"https://openalex.org/W4413279677","doi":"https://doi.org/10.3390/a18080523"},"language":"en","primary_location":{"id":"doi:10.3390/a18080523","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a18080523","pdf_url":"https://www.mdpi.com/1999-4893/18/8/523/pdf?version=1755504430","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/18/8/523/pdf?version=1755504430","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083273780","display_name":"Serhii Vladov","orcid":"https://orcid.org/0000-0001-8009-5254"},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":true,"raw_author_name":"Serhii Vladov","raw_affiliation_strings":["Department of Scientific Activity Organization, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","Kremenchuk Flight College, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Scientific Activity Organization, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","institution_ids":["https://openalex.org/I4210120219"]},{"raw_affiliation_string":"Kremenchuk Flight College, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","institution_ids":["https://openalex.org/I4210120219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038388385","display_name":"Lyubomyr Chyrun","orcid":"https://orcid.org/0000-0002-9448-1751"},"institutions":[{"id":"https://openalex.org/I200280692","display_name":"Lviv University","ror":"https://ror.org/01s7y5e82","country_code":"UA","type":"education","lineage":["https://openalex.org/I200280692"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Lyubomyr Chyrun","raw_affiliation_strings":["Department of Applied Mathematics, Ivan Franko National University of Lviv, 1, University Street, 79000 Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Applied Mathematics, Ivan Franko National University of Lviv, 1, University Street, 79000 Lviv, Ukraine","institution_ids":["https://openalex.org/I200280692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092676714","display_name":"E. O. Muzychuk","orcid":"https://orcid.org/0009-0000-8695-8807"},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Eduard Muzychuk","raw_affiliation_strings":["Research Laboratory on the Problems of Legal Support of Police Activities and Combating Crime, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","Kremenchuk Flight College, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Research Laboratory on the Problems of Legal Support of Police Activities and Combating Crime, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","institution_ids":["https://openalex.org/I4210120219"]},{"raw_affiliation_string":"Kremenchuk Flight College, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","institution_ids":["https://openalex.org/I4210120219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014873401","display_name":"Victoria Vysotska","orcid":"https://orcid.org/0000-0001-6417-3689"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Victoria Vysotska","raw_affiliation_strings":["Department of Information Systems and Networks, Lviv Polytechnic National University, 12, Bandera Street, 79013 Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems and Networks, Lviv Polytechnic National University, 12, Bandera Street, 79013 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030571810","display_name":"Vasyl Lytvyn","orcid":"https://orcid.org/0000-0002-9676-0180"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Vasyl Lytvyn","raw_affiliation_strings":["Department of Information Systems and Networks, Lviv Polytechnic National University, 12, Bandera Street, 79013 Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems and Networks, Lviv Polytechnic National University, 12, Bandera Street, 79013 Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119330760","display_name":"Tetiana Rekunenko","orcid":null},"institutions":[{"id":"https://openalex.org/I4210120219","display_name":"Kharkiv National University of Internal Affairs","ror":"https://ror.org/02pkshz09","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210120219"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Tetiana Rekunenko","raw_affiliation_strings":["Department of Education Quality Assurance, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","Kremenchuk Flight College, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Education Quality Assurance, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","institution_ids":["https://openalex.org/I4210120219"]},{"raw_affiliation_string":"Kremenchuk Flight College, Kharkiv National University of Internal Affairs, 27, L. Landau Avenue, 61080 Kharkiv, Ukraine","institution_ids":["https://openalex.org/I4210120219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5094218637","display_name":"Andriy Basko","orcid":"https://orcid.org/0009-0007-9858-257X"},"institutions":[{"id":"https://openalex.org/I168036236","display_name":"National University Zaporizhzhia Polytechnic","ror":"https://ror.org/03aph1990","country_code":"UA","type":"education","lineage":["https://openalex.org/I168036236"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Andriy Basko","raw_affiliation_strings":["Department of Postgraduate and Doctoral Studies, Zaporizhzhia National University, 66, University Street, 69063 Zaporizhzhia, Ukraine","Zaporizhzhia National University, 66, University Street, 69063 Zaporizhzhia, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Postgraduate and Doctoral Studies, Zaporizhzhia National University, 66, University Street, 69063 Zaporizhzhia, Ukraine","institution_ids":["https://openalex.org/I168036236"]},{"raw_affiliation_string":"Zaporizhzhia National University, 66, University Street, 69063 Zaporizhzhia, Ukraine","institution_ids":["https://openalex.org/I168036236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5083273780"],"corresponding_institution_ids":["https://openalex.org/I4210120219"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":6.1384,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.95938689,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"18","issue":"8","first_page":"523","last_page":"523"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13181","display_name":"Economic and Technological Systems Analysis","score":0.8899999856948853,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13181","display_name":"Economic and Technological Systems Analysis","score":0.8899999856948853,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7213118672370911},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.587946355342865},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4122988283634186},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.37384793162345886},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3555200695991516},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.19398590922355652}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7213118672370911},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.587946355342865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4122988283634186},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.37384793162345886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3555200695991516},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.19398590922355652}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/a18080523","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a18080523","pdf_url":"https://www.mdpi.com/1999-4893/18/8/523/pdf?version=1755504430","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:040d34bd2e4d47dcaa9979d9ed84c976","is_oa":true,"landing_page_url":"https://doaj.org/article/040d34bd2e4d47dcaa9979d9ed84c976","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 18, Iss 8, p 523 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/a18080523","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a18080523","pdf_url":"https://www.mdpi.com/1999-4893/18/8/523/pdf?version=1755504430","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413279677.pdf","grobid_xml":"https://content.openalex.org/works/W4413279677.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1863032307","https://openalex.org/W1983099561","https://openalex.org/W2003515085","https://openalex.org/W2024352963","https://openalex.org/W2318004669","https://openalex.org/W2796721593","https://openalex.org/W2963802343","https://openalex.org/W3016566840","https://openalex.org/W3016747886","https://openalex.org/W3043994327","https://openalex.org/W3082673194","https://openalex.org/W3086291773","https://openalex.org/W3173426864","https://openalex.org/W4321380814","https://openalex.org/W4367845479","https://openalex.org/W4390051181","https://openalex.org/W4390557054","https://openalex.org/W4391774173","https://openalex.org/W4391941251","https://openalex.org/W4400198356","https://openalex.org/W4401112213","https://openalex.org/W4402451445","https://openalex.org/W4402858730","https://openalex.org/W4403012496","https://openalex.org/W4403097160","https://openalex.org/W4403297157","https://openalex.org/W4403996455","https://openalex.org/W4404181899","https://openalex.org/W4404480095","https://openalex.org/W4406627849","https://openalex.org/W4406792836","https://openalex.org/W4406878346","https://openalex.org/W4406974831","https://openalex.org/W4409016706","https://openalex.org/W4409120530","https://openalex.org/W4409253760","https://openalex.org/W4409283863","https://openalex.org/W4409327822","https://openalex.org/W4409644141","https://openalex.org/W4409965410","https://openalex.org/W4410108312","https://openalex.org/W4410384647","https://openalex.org/W4410953395","https://openalex.org/W4411181168","https://openalex.org/W4411301245","https://openalex.org/W4411385014","https://openalex.org/W6728825885"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"This":[0],"article":[1],"develops":[2],"an":[3,19,33],"innovative":[4],"and":[5,39,50,81,111,146,165,178,187,221,232,246],"intelligent":[6,34],"method":[7,35,54],"for":[8,36],"analysing":[9],"the":[10,29,44,62,76,84,101,108,115,121,131,173,184,188,192,197,206,210],"criminal":[11,51,77,88],"community\u2019s":[12],"influence":[13],"on":[14,18,130],"risk-forming":[15],"parameters":[16],"based":[17,129],"analysis":[20],"of":[21,191,199,209,230],"regional":[22,47],"economic":[23,48,63,102],"processes.":[24],"The":[25,53,87,104,180,202],"research":[26],"motivation":[27],"was":[28,134],"need":[30],"to":[31,172],"create":[32],"quantitative":[37],"assessment":[38],"risk":[40,105],"control":[41,124,174],"arising":[42],"from":[43],"interaction":[45],"between":[46],"processes":[49],"activity.":[52],"includes":[55],"a":[56,69,94,126,168,226],"three-level":[57],"mathematical":[58],"model":[59],"in":[60,237],"which":[61,157,195],"activity":[64,89],"dynamics":[65],"are":[66],"described":[67],"by":[68,93],"modified":[70],"logistic":[71,96],"equation,":[72,97],"taking":[73,98],"into":[74,99],"account":[75,100],"activity\u2019s":[78],"negative":[79],"impact":[80,110],"feedback":[82],"through":[83,114],"integral":[85],"risk.":[86],"itself":[90],"is":[91,213,216,219,223,241,244,248],"modelled":[92],"similar":[95],"base.":[103],"parameter":[106],"accumulates":[107],"direct":[109],"delayed":[112],"effects":[113],"memory":[116],"core.":[117],"To":[118],"numerically":[119],"solve":[120],"spatio-temporal":[122],"optimal":[123],"problem,":[125],"neural":[127],"network":[128],"convolutional":[132,138,162],"architecture":[133],"developed:":[135],"two":[136,158],"successive":[137],"layers":[139,163],"(N1":[140],"with":[141,148,225],"3":[142,144,149,151],"\u00d7":[143,150,160],"filters":[145],"N2":[147],"filters)":[152],"extract":[153],"local":[154],"features,":[155],"after":[156],"1":[159,161],"(FC1":[164],"FC2)":[166],"form":[167],"three-channel":[169],"output":[170],"corresponding":[171],"actions":[175],"UE,":[176],"UC,":[177],"UI.":[179],"loss":[181,229],"function":[182],"combines":[183],"supervised":[185],"component":[186],"residual":[189,228],"terms":[190],"differential":[193],"equations,":[194],"ensures":[196],"satisfaction":[198],"physical":[200],"constraints.":[201],"computational":[203],"experiment":[204],"showed":[205],"high":[207],"accuracy":[208,212],"model:":[211],"0.9907,":[214],"precision":[215],"0.9842,":[217],"recall":[218],"0.9983,":[220],"F1-score":[222],"0.9912,":[224],"minimum":[227],"0.0093":[231],"superiority":[233],"over":[234],"alternative":[235],"architectures":[236],"key":[238],"metrics":[239],"(MSE":[240],"0.0124,":[242],"IoU":[243],"0.74,":[245],"Dice":[247],"0.83).":[249]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
