{"id":"https://openalex.org/W4226529719","doi":"https://doi.org/10.1142/s1793351x22500015","title":"A Hybrid Approach to Analyze Cybersecurity News Articles by Utilizing Information Extraction & Sentiment Analysis Methods","display_name":"A Hybrid Approach to Analyze Cybersecurity News Articles by Utilizing Information Extraction & Sentiment Analysis Methods","publication_year":2022,"publication_date":"2022-03-01","ids":{"openalex":"https://openalex.org/W4226529719","doi":"https://doi.org/10.1142/s1793351x22500015"},"language":"en","primary_location":{"id":"doi:10.1142/s1793351x22500015","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793351x22500015","pdf_url":null,"source":{"id":"https://openalex.org/S4210201727","display_name":"International Journal of Semantic Computing","issn_l":"1793-351X","issn":["1793-351X","1793-7108"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Semantic Computing","raw_type":"journal-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/A5042644425","display_name":"Piyush Ghasiya","orcid":"https://orcid.org/0000-0002-0543-2027"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Piyush Ghasiya","raw_affiliation_strings":["Graduate School of Information Science and Electrical Engineering, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka City, Fukuoka 819-0395, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Electrical Engineering, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka City, Fukuoka 819-0395, Japan","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101972214","display_name":"Koji Okamura","orcid":"https://orcid.org/0000-0003-2217-7918"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Koji Okamura","raw_affiliation_strings":["Research Institute for Information Technology, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka City, Fukuoka 819-0395, Japan"],"affiliations":[{"raw_affiliation_string":"Research Institute for Information Technology, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka City, Fukuoka 819-0395, Japan","institution_ids":["https://openalex.org/I135598925"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5042644425"],"corresponding_institution_ids":["https://openalex.org/I135598925"],"apc_list":null,"apc_paid":null,"fwci":0.3977,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65485888,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"16","issue":"01","first_page":"135","last_page":"160"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9997000098228455,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9997000098228455,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9973999857902527,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/newspaper","display_name":"Newspaper","score":0.8718726634979248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7509947419166565},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6427791714668274},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.61216139793396},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.507016658782959},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4570351839065552},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.43631711602211},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4296249747276306},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.4214990437030792},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33524948358535767},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.32653021812438965},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2820320129394531},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.2477932870388031},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.14060759544372559},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.12611517310142517},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.09048941731452942},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.07128584384918213}],"concepts":[{"id":"https://openalex.org/C201280247","wikidata":"https://www.wikidata.org/wiki/Q11032","display_name":"Newspaper","level":2,"score":0.8718726634979248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7509947419166565},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6427791714668274},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.61216139793396},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.507016658782959},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4570351839065552},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.43631711602211},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4296249747276306},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.4214990437030792},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33524948358535767},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32653021812438965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2820320129394531},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.2477932870388031},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.14060759544372559},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.12611517310142517},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.09048941731452942},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.07128584384918213},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s1793351x22500015","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793351x22500015","pdf_url":null,"source":{"id":"https://openalex.org/S4210201727","display_name":"International Journal of Semantic Computing","issn_l":"1793-351X","issn":["1793-351X","1793-7108"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Semantic Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6000000238418579}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W187450438","https://openalex.org/W1126420929","https://openalex.org/W1736726159","https://openalex.org/W1921077622","https://openalex.org/W1986203139","https://openalex.org/W2561446306","https://openalex.org/W2974159469","https://openalex.org/W3009683167","https://openalex.org/W4211186029"],"related_works":["https://openalex.org/W947140380","https://openalex.org/W3186997021","https://openalex.org/W2997097677","https://openalex.org/W4308088897","https://openalex.org/W4200618314","https://openalex.org/W4230884544","https://openalex.org/W2771357047","https://openalex.org/W3216571906","https://openalex.org/W3194985222","https://openalex.org/W4245453790"],"abstract_inverted_index":{"Cybersecurity":[0],"is":[1,32,108,131],"becoming":[2],"indispensable":[3],"for":[4],"everyone":[5],"and":[6,65],"everything":[7],"in":[8,38,160,173],"the":[9,12,76,111],"times":[10],"of":[11,14,20,53,137,154],"Internet":[13],"Things":[15],"(IoT)":[16],"revolution.":[17],"Every":[18],"aspect":[19],"human":[21],"society":[22],"\u2014":[23,31,125,151],"be":[24],"it":[25],"political,":[26],"financial,":[27],"technological,":[28],"or":[29,36,41],"cultural":[30],"affected":[33],"by":[34,121],"cyber-attacks":[35],"incidents":[37],"one":[39,97],"way":[40],"another.":[42],"Newspapers":[43],"are":[44],"an":[45],"excellent":[46],"source":[47],"that":[48],"perfectly":[49],"captures":[50],"this":[51,72],"web":[52],"cybersecurity.":[54],"By":[55],"implementing":[56],"various":[57],"NLP":[58],"techniques":[59],"such":[60],"as":[61],"tf-idf,":[62],"word":[63],"embedding":[64],"sentiment":[66],"analysis":[67],"(SA)":[68],"(machine":[69],"learning":[70],"method),":[71],"research":[73],"will":[74,119,145],"examine":[75],"cybersecurity-related":[77],"articles":[78,156],"from":[79,87,92,99,114,147],"18":[80],"major":[81],"newspapers":[82,91],"(English":[83],"language":[84],"online":[85],"version)":[86],"six":[88],"countries":[89],"(three":[90],"each":[93,115,162],"country)":[94],"collected":[95],"within":[96],"year":[98],"April":[100],"2018":[101],"till":[102],"March":[103],"2019.":[104],"The":[105,128],"first":[106,123],"objective":[107,130],"to":[109,132],"extract":[110],"crucial":[112,140],"events":[113],"country,":[116],"which":[117,143,169],"we":[118,144],"achieve":[120],"our":[122,148],"step":[124,150],"\u2018information":[126],"extraction.\u2019":[127],"next":[129],"find":[133],"out":[134],"what":[135],"kind":[136],"sentiments":[138],"those":[139],"issues":[141],"garnered,":[142],"accomplish":[146],"second":[149],"\u2018SA.\u2019":[152],"SA":[153],"news":[155],"would":[157],"also":[158],"help":[159],"understanding":[161],"\u2018nation\u2019s":[163],"mood\u2019":[164],"on":[165],"critical":[166],"cybersecurity":[167],"issues,":[168],"can":[170],"aid":[171],"decision-makers":[172],"charting":[174],"new":[175],"policies.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}