{"id":"https://openalex.org/W3196630355","doi":"https://doi.org/10.15439/2021f118","title":"Using Word Embeddings for Italian Crime News Categorization","display_name":"Using Word Embeddings for Italian Crime News Categorization","publication_year":2021,"publication_date":"2021-09-26","ids":{"openalex":"https://openalex.org/W3196630355","doi":"https://doi.org/10.15439/2021f118","mag":"3196630355"},"language":"en","primary_location":{"id":"doi:10.15439/2021f118","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2021f118","pdf_url":"https://annals-csis.org/proceedings/2021/drp/pdf/118.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2021/drp/pdf/118.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039437956","display_name":"Giovanni Bonisoli","orcid":"https://orcid.org/0000-0001-8538-8347"},"institutions":[{"id":"https://openalex.org/I4210161797","display_name":"Ferrari (Italy)","ror":"https://ror.org/05p859a12","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210161797"]},{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giovanni Bonisoli","raw_affiliation_strings":["Enzo Ferrari Engineering Department University of Modena and Reggio Emilia Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Enzo Ferrari Engineering Department University of Modena and Reggio Emilia Italy","institution_ids":["https://openalex.org/I122346577","https://openalex.org/I4210161797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089262578","display_name":"Federica Rollo","orcid":"https://orcid.org/0000-0002-3834-3629"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]},{"id":"https://openalex.org/I4210161797","display_name":"Ferrari (Italy)","ror":"https://ror.org/05p859a12","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210161797"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Federica Rollo","raw_affiliation_strings":["Enzo Ferrari Engineering Department University of Modena and Reggio Emilia Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Enzo Ferrari Engineering Department University of Modena and Reggio Emilia Italy","institution_ids":["https://openalex.org/I122346577","https://openalex.org/I4210161797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067680521","display_name":"Laura Po","orcid":"https://orcid.org/0000-0002-3345-176X"},"institutions":[{"id":"https://openalex.org/I4210161797","display_name":"Ferrari (Italy)","ror":"https://ror.org/05p859a12","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210161797"]},{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Laura Po","raw_affiliation_strings":["Enzo Ferrari Engineering Department University of Modena and Reggio Emilia Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Enzo Ferrari Engineering Department University of Modena and Reggio Emilia Italy","institution_ids":["https://openalex.org/I122346577","https://openalex.org/I4210161797"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5039437956"],"corresponding_institution_ids":["https://openalex.org/I122346577","https://openalex.org/I4210161797"],"apc_list":null,"apc_paid":null,"fwci":0.7613,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.7422366,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"25","issue":null,"first_page":"461","last_page":"470"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9983000159263611,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9948999881744385,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9884999990463257,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.9234556555747986},{"id":"https://openalex.org/keywords/word2vec","display_name":"Word2vec","score":0.8750476837158203},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7807788848876953},{"id":"https://openalex.org/keywords/newspaper","display_name":"Newspaper","score":0.7685006856918335},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.7141209244728088},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6951151490211487},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.648696780204773},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.6111945509910583},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5988886952400208},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3412612974643707},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.19901371002197266},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.06427985429763794}],"concepts":[{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.9234556555747986},{"id":"https://openalex.org/C2776461190","wikidata":"https://www.wikidata.org/wiki/Q22673982","display_name":"Word2vec","level":3,"score":0.8750476837158203},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7807788848876953},{"id":"https://openalex.org/C201280247","wikidata":"https://www.wikidata.org/wiki/Q11032","display_name":"Newspaper","level":2,"score":0.7685006856918335},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.7141209244728088},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6951151490211487},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.648696780204773},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.6111945509910583},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5988886952400208},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3412612974643707},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.19901371002197266},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.06427985429763794},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.15439/2021f118","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2021f118","pdf_url":"https://annals-csis.org/proceedings/2021/drp/pdf/118.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.unimore.it:11380/1252693","is_oa":true,"landing_page_url":"http://hdl.handle.net/11380/1252693","pdf_url":"https://iris.unimore.it/bitstream/11380/1252693/6/118.pdf","source":{"id":"https://openalex.org/S4377196326","display_name":"Iris Unimore (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:doaj.org/article:5690c194dd374885b4cedea0a11af290","is_oa":false,"landing_page_url":"https://doaj.org/article/5690c194dd374885b4cedea0a11af290","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 25, Pp 461-470 (2021)","raw_type":"article"},{"id":"pmh:oai:zenodo.org:174720","is_oa":true,"landing_page_url":"https://www.openaccessrepository.it/record/174720","pdf_url":null,"source":{"id":"https://openalex.org/S4306402478","display_name":"INFM-OAR (INFN Catania)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210116497","host_organization_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Catania","host_organization_lineage":["https://openalex.org/I4210116497"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"doi:10.15439/2021f118","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2021f118","pdf_url":"https://annals-csis.org/proceedings/2021/drp/pdf/118.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3196630355.pdf","grobid_xml":"https://content.openalex.org/works/W3196630355.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1560851690","https://openalex.org/W1614298861","https://openalex.org/W2148143831","https://openalex.org/W2250539671","https://openalex.org/W2482282738","https://openalex.org/W2493916176","https://openalex.org/W2587781529","https://openalex.org/W2587935478","https://openalex.org/W2621359005","https://openalex.org/W2743587040","https://openalex.org/W2760646082","https://openalex.org/W2785351161","https://openalex.org/W2885895698","https://openalex.org/W2896201535","https://openalex.org/W2914014963","https://openalex.org/W2940597490","https://openalex.org/W2949123513","https://openalex.org/W2954548380","https://openalex.org/W2976662794","https://openalex.org/W3011772750","https://openalex.org/W3102349050","https://openalex.org/W3109484229","https://openalex.org/W3125631070","https://openalex.org/W3127869043","https://openalex.org/W3129401410","https://openalex.org/W3165274471","https://openalex.org/W4289220849","https://openalex.org/W4289241367"],"related_works":["https://openalex.org/W2376554757","https://openalex.org/W612150824","https://openalex.org/W2361959990","https://openalex.org/W17155033","https://openalex.org/W2905749112","https://openalex.org/W2346530426","https://openalex.org/W3099354896","https://openalex.org/W4287599800","https://openalex.org/W4312264180","https://openalex.org/W3046869600"],"abstract_inverted_index":{"Several":[0],"studies":[1],"have":[2],"shown":[3],"that":[4],"the":[5,40,43,48],"use":[6],"of":[7,42,50,83],"embeddings":[8,27],"improves":[9],"outcomes":[10],"in":[11],"many":[12],"Natural":[13],"Language":[14],"Processing":[15],"(NLP)":[16],"activities,":[17],"including":[18],"text":[19],"categorization.":[20],"This":[21],"paper":[22],"focuses":[23],"on":[24,31,47,79],"how":[25],"word":[26,63],"can":[28],"be":[29],"used":[30],"newspaper":[32],"articles":[33,45,87],"related":[34],"to":[35,61],"crimes.":[36],"The":[37],"scope":[38],"is":[39],"categorization":[41,74],"news":[44,86],"based":[46],"type":[49],"crime":[51,85],"they":[52],"report.":[53],"We":[54],"compare":[55],"different":[56],"Word2Vec":[57],"models":[58],"and":[59,70],"methods":[60],"obtain":[62],"embeddings.":[64],"Then,":[65],"we":[66],"exploit":[67],"both":[68],"supervised":[69],"unsupervised":[71],"Machine":[72],"Learning":[73],"algorithms.":[75],"Experiments":[76],"were":[77],"conducted":[78],"an":[80],"Italian":[81],"dataset":[82],"15,361":[84],"showing":[88],"very":[89],"promising":[90],"results.":[91]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
