{"id":"https://openalex.org/W4362701738","doi":"https://doi.org/10.3233/ida-216397","title":"Machine learning application in the ex-combatant demobilization process on the Colombian armed conflict","display_name":"Machine learning application in the ex-combatant demobilization process on the Colombian armed conflict","publication_year":2023,"publication_date":"2023-03-15","ids":{"openalex":"https://openalex.org/W4362701738","doi":"https://doi.org/10.3233/ida-216397"},"language":"en","primary_location":{"id":"doi:10.3233/ida-216397","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ida-216397","pdf_url":null,"source":{"id":"https://openalex.org/S2498839158","display_name":"Intelligent Data Analysis","issn_l":"1088-467X","issn":["1088-467X","1571-4128"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Data Analysis","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://repositorio.cuc.edu.co/bitstreams/a154447d-5d96-4593-b957-10c57fca46ef/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047628029","display_name":"Enrique Delahoz-Dom\u00ednguez","orcid":"https://orcid.org/0000-0003-2531-6389"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]},{"id":"https://openalex.org/I4210112678","display_name":"University of the Coast","ror":"https://ror.org/01v5nhr20","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210112678"]}],"countries":["CO","ES"],"is_corresponding":true,"raw_author_name":"Enrique Delahoz-Dom\u00ednguez","raw_affiliation_strings":["Department of Productivity and Innovation, Universidad de la Costa, Barranquilla, Colombia","Rambla del Poblenou, 156, 08018, Universitat Oberta de Catalunya, Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Productivity and Innovation, Universidad de la Costa, Barranquilla, Colombia","institution_ids":["https://openalex.org/I4210112678"]},{"raw_affiliation_string":"Rambla del Poblenou, 156, 08018, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076568498","display_name":"Jonathan Carrillo-Naranjo","orcid":null},"institutions":[{"id":"https://openalex.org/I41047195","display_name":"Military University Nueva Granada","ror":"https://ror.org/05n0gsn30","country_code":"CO","type":"education","lineage":["https://openalex.org/I41047195"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Jonathan Carrillo-Naranjo","raw_affiliation_strings":["Bachelor\u2019s in Military Sciences, Universidad Militar Nueva Granada, Bogot\u00e1, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bachelor\u2019s in Military Sciences, Universidad Militar Nueva Granada, Bogot\u00e1, Colombia","institution_ids":["https://openalex.org/I41047195"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054510869","display_name":"Alicia Camelo Guar\u00edn","orcid":"https://orcid.org/0000-0002-0417-4441"},"institutions":[{"id":"https://openalex.org/I4210158921","display_name":"Colombian Army Military Academy \"General Jos\u00e9 Mar\u00eda C\u00f3rdova\"","ror":"https://ror.org/05cgahx56","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210158921"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Alicia Camelo-Guar\u00edn","raw_affiliation_strings":["Faculty of Military Sciences, Escuela Militar de Cadetes General Jos\u00e9 Mar\u00eda C\u00f3rdova, Bogot\u00e1, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Military Sciences, Escuela Militar de Cadetes General Jos\u00e9 Mar\u00eda C\u00f3rdova, Bogot\u00e1, Colombia","institution_ids":["https://openalex.org/I4210158921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012442994","display_name":"Rohemi Zuluaga-Ortiz","orcid":"https://orcid.org/0000-0002-7245-8761"},"institutions":[{"id":"https://openalex.org/I4210101808","display_name":"Universidad del Sin\u00fa","ror":"https://ror.org/013ys5k90","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210101808"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Rohemi Zuluaga-Ortiz","raw_affiliation_strings":["Industrial Engineering Department, Universidad del Sin\u00fa, Cartagena, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Engineering Department, Universidad del Sin\u00fa, Cartagena, Colombia","institution_ids":["https://openalex.org/I4210101808"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5047628029"],"corresponding_institution_ids":["https://openalex.org/I138847295","https://openalex.org/I4210112678"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06095456,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"27","issue":"2","first_page":"501","last_page":"517"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12936","display_name":"Conflict, Peace, and Violence in Colombia","score":0.9980000257492065,"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/T12936","display_name":"Conflict, Peace, and Violence in Colombia","score":0.9980000257492065,"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/T12563","display_name":"History and Politics in Latin America","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/3317","display_name":"Demography"},"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/T13981","display_name":"Violence, Education, and Gender Studies","score":0.9538999795913696,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/demobilization","display_name":"Demobilization","score":0.9705399870872498},{"id":"https://openalex.org/keywords/combatant","display_name":"Combatant","score":0.913593053817749},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5625766515731812},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5369197130203247},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49869656562805176},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47618213295936584},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4604180157184601},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.44482287764549255},{"id":"https://openalex.org/keywords/disarmament","display_name":"Disarmament","score":0.43577465415000916},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.396179735660553},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22911164164543152},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1852651834487915},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.13455107808113098},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.11257907748222351}],"concepts":[{"id":"https://openalex.org/C27462124","wikidata":"https://www.wikidata.org/wiki/Q934433","display_name":"Demobilization","level":3,"score":0.9705399870872498},{"id":"https://openalex.org/C2778638182","wikidata":"https://www.wikidata.org/wiki/Q1414937","display_name":"Combatant","level":2,"score":0.913593053817749},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5625766515731812},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5369197130203247},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49869656562805176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47618213295936584},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4604180157184601},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.44482287764549255},{"id":"https://openalex.org/C2780105426","wikidata":"https://www.wikidata.org/wiki/Q331662","display_name":"Disarmament","level":2,"score":0.43577465415000916},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.396179735660553},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22911164164543152},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1852651834487915},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.13455107808113098},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.11257907748222351},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/ida-216397","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ida-216397","pdf_url":null,"source":{"id":"https://openalex.org/S2498839158","display_name":"Intelligent Data Analysis","issn_l":"1088-467X","issn":["1088-467X","1571-4128"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Data Analysis","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.cuc.edu.co:11323/10612","is_oa":true,"landing_page_url":"https://hdl.handle.net/11323/10612","pdf_url":"http://repositorio.cuc.edu.co/bitstreams/a154447d-5d96-4593-b957-10c57fca46ef/download","source":{"id":"https://openalex.org/S4377196388","display_name":"DSPACE System - Metalibrary (University of the Coast)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210112678","host_organization_name":"University of the Coast","host_organization_lineage":["https://openalex.org/I4210112678"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://content.iospress.com/articles/intelligent-data-analysis/ida216397","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:repositorio.cuc.edu.co:11323/10612","is_oa":true,"landing_page_url":"https://hdl.handle.net/11323/10612","pdf_url":"http://repositorio.cuc.edu.co/bitstreams/a154447d-5d96-4593-b957-10c57fca46ef/download","source":{"id":"https://openalex.org/S4377196388","display_name":"DSPACE System - Metalibrary (University of the Coast)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210112678","host_organization_name":"University of the Coast","host_organization_lineage":["https://openalex.org/I4210112678"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://content.iospress.com/articles/intelligent-data-analysis/ida216397","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4362701738.pdf"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W1892750460","https://openalex.org/W1970028944","https://openalex.org/W1977212066","https://openalex.org/W1978920260","https://openalex.org/W1982167775","https://openalex.org/W1998111611","https://openalex.org/W1998523455","https://openalex.org/W2038763866","https://openalex.org/W2041779820","https://openalex.org/W2051392009","https://openalex.org/W2055750611","https://openalex.org/W2072454043","https://openalex.org/W2081434183","https://openalex.org/W2086963908","https://openalex.org/W2102995204","https://openalex.org/W2118417438","https://openalex.org/W2154322370","https://openalex.org/W2264856678","https://openalex.org/W2344666491","https://openalex.org/W2398688360","https://openalex.org/W2586821431","https://openalex.org/W2604948398","https://openalex.org/W2782621483","https://openalex.org/W2808101015","https://openalex.org/W2810239374","https://openalex.org/W2893959673","https://openalex.org/W2905605644","https://openalex.org/W2911964244","https://openalex.org/W2912353426","https://openalex.org/W2954376245","https://openalex.org/W2981685158","https://openalex.org/W2996828958","https://openalex.org/W3032098703","https://openalex.org/W3035043266","https://openalex.org/W3039977630","https://openalex.org/W3081044359","https://openalex.org/W3082508876","https://openalex.org/W3088943773","https://openalex.org/W3091227556","https://openalex.org/W3097402614","https://openalex.org/W3121546384","https://openalex.org/W3121684786","https://openalex.org/W3123421673","https://openalex.org/W3125327749","https://openalex.org/W3132149587","https://openalex.org/W3135158837","https://openalex.org/W3158143693","https://openalex.org/W3159682505","https://openalex.org/W3201338963","https://openalex.org/W4234698323","https://openalex.org/W4285510748","https://openalex.org/W6675625044","https://openalex.org/W6712514217","https://openalex.org/W6772417563"],"related_works":["https://openalex.org/W1998974373","https://openalex.org/W2124689433","https://openalex.org/W3114264149","https://openalex.org/W2086003440","https://openalex.org/W1565395934","https://openalex.org/W29138803","https://openalex.org/W3186518066","https://openalex.org/W2287831415","https://openalex.org/W4298139477","https://openalex.org/W4206214686"],"abstract_inverted_index":{"This":[0],"research":[1],"explores":[2],"the":[3,12,19,42,52,78,87,91,96,111,120,124,128],"potential":[4],"of":[5,45,71,99,108,117,127],"supervised":[6],"machine":[7,27,64],"learning":[8,28,65],"models":[9],"to":[10,84],"support":[11],"decision-making":[13],"process":[14,21],"in":[15,18,22,29,41,47,110,119],"demobilizing":[16],"ex-combatants":[17],"peace":[20],"Colombia.":[23],"Recent":[24],"works":[25],"apply":[26],"analyzing":[30],"crime":[31],"and":[32,61,74,114],"national":[33],"security;":[34],"however,":[35],"there":[36],"are":[37],"no":[38],"previous":[39],"studies":[40],"specific":[43],"contexts":[44],"demobilization":[46],"an":[48,100,105,115],"armed":[49],"conflict.":[50],"Therefore,":[51],"present":[53],"paper":[54],"makes":[55],"a":[56,68],"significant":[57],"contribution":[58],"by":[59],"training":[60],"evaluating":[62],"four":[63],"models,":[66],"using":[67],"database":[69],"composed":[70],"52,139":[72],"individuals":[73],"21":[75],"variables.":[76],"From":[77],"obtained":[79],"results,":[80],"it":[81],"was":[82],"possible":[83],"conclude":[85],"that":[86],"XGBoost":[88,103],"algorithm":[89],"is":[90],"most":[92],"suitable":[93],"for":[94],"predicting":[95],"future":[97],"status":[98],"ex-combatant.":[101],"The":[102],"presented":[104],"AUC":[106,116],"score":[107],"0.964":[109],"cross-validation":[112],"stage":[113],"0.952":[118],"test":[121],"stage,":[122],"evidencing":[123],"high":[125],"reliability":[126],"model.":[129]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2023-04-09T00:00:00"}
