{"id":"https://openalex.org/W3135560023","doi":"https://doi.org/10.1063/5.0042264","title":"Classification of fake news using multi-layer perceptron","display_name":"Classification of fake news using multi-layer perceptron","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3135560023","doi":"https://doi.org/10.1063/5.0042264","mag":"3135560023"},"language":"en","primary_location":{"id":"doi:10.1063/5.0042264","doi":"https://doi.org/10.1063/5.0042264","is_oa":false,"landing_page_url":"https://doi.org/10.1063/5.0042264","pdf_url":null,"source":{"id":"https://openalex.org/S2764696622","display_name":"AIP conference proceedings","issn_l":"0094-243X","issn":["0094-243X","1551-7616","1935-0465"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320257","host_organization_name":"American Institute of Physics","host_organization_lineage":["https://openalex.org/P4310320257"],"host_organization_lineage_names":["American Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AIP Conference Proceedings","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5053509059","display_name":"Reham Jehad","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I56409017","display_name":"Nahrain University","ror":"https://ror.org/05v2p9075","country_code":"IQ","type":"education","lineage":["https://openalex.org/I56409017"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Reham Jehad","raw_affiliation_strings":["Department of Computer Science, Al-Nahrain University Baghdad, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Al-Nahrain University Baghdad, Iraq","institution_ids":["https://openalex.org/I56409017"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002760724","display_name":"Suhad A. Yousif","orcid":"https://orcid.org/0000-0002-0226-5702","observed_orcids":["https://orcid.org/0000-0002-0226-5702","https://orcid.org/0009-0006-7712-1830"]},"institutions":[{"id":"https://openalex.org/I56409017","display_name":"Nahrain University","ror":"https://ror.org/05v2p9075","country_code":"IQ","type":"education","lineage":["https://openalex.org/I56409017"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Suhad A. Yousif","raw_affiliation_strings":["Department of Computer Science, Al-Nahrain University Baghdad, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Al-Nahrain University Baghdad, Iraq","institution_ids":["https://openalex.org/I56409017"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5053509059"],"corresponding_institution_ids":["https://openalex.org/I56409017"],"apc_list":null,"apc_paid":null,"fwci":8.0721,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.97688204,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"2334","issue":null,"first_page":"070004","last_page":"070004"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9990000128746033,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9990000128746033,"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/T11644","display_name":"Spam and Phishing Detection","score":0.00039999998989515007,"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/T11550","display_name":"Text and Document Classification Technologies","score":9.999999747378752e-05,"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/fake-news-detection","display_name":"fake news detection","score":0.9990000128746033},{"id":"https://openalex.org/keywords/misinformation","display_name":"misinformation","score":0.8019999861717224},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.8309999704360962},{"id":"https://openalex.org/keywords/tf-idf-feature-extraction","display_name":"TF-IDF feature extraction","score":0.9739999771118164},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.8199999928474426},{"id":"https://openalex.org/keywords/social-media","display_name":"social media","score":0.9169999957084656}],"concepts":[{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.792309045791626},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7432094812393188},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6761226654052734},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.6140464544296265},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5224123001098633},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5121302604675293},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.472510427236557},{"id":"https://openalex.org/C81758059","wikidata":"https://www.wikidata.org/wiki/Q796584","display_name":"tf\u2013idf","level":3,"score":0.42993465065956116},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41434240341186523},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34194570779800415},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.3358386754989624},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32839080691337585},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14975783228874207},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1063/5.0042264","doi":"https://doi.org/10.1063/5.0042264","is_oa":false,"landing_page_url":"https://doi.org/10.1063/5.0042264","pdf_url":null,"source":{"id":"https://openalex.org/S2764696622","display_name":"AIP conference proceedings","issn_l":"0094-243X","issn":["0094-243X","1551-7616","1935-0465"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320257","host_organization_name":"American Institute of Physics","host_organization_lineage":["https://openalex.org/P4310320257"],"host_organization_lineage_names":["American Institute of Physics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AIP Conference Proceedings","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W292284645","https://openalex.org/W2165805036","https://openalex.org/W2749784378","https://openalex.org/W2763699126","https://openalex.org/W2789734131","https://openalex.org/W2962830212","https://openalex.org/W2992651572","https://openalex.org/W2995026391","https://openalex.org/W3005212272","https://openalex.org/W7009947605"],"related_works":["https://openalex.org/W3168465506","https://openalex.org/W4313400342","https://openalex.org/W4322746496","https://openalex.org/W4401063616","https://openalex.org/W4387237503","https://openalex.org/W3213607834","https://openalex.org/W4399449410","https://openalex.org/W4408696419","https://openalex.org/W4390101031","https://openalex.org/W3181714817"],"abstract_inverted_index":{"\"Fake":[0],"News":[1],"(FNs)":[2],"is":[3],"defined":[4],"as":[5,28,46,77,85],"a":[6,41,47,86,96,114],"made-up":[7],"story":[8],"to":[9,12],"deceive":[10],"or":[11],"mislead.\"":[13],"The":[14],"problem":[15,43],"of":[16,49,58],"FNs":[17,64,115],"spread":[18],"widely":[19],"in":[20,44],"recent":[21],"years,":[22],"especially":[23],"on":[24,113],"social":[25],"media":[26],"such":[27],"Facebook,":[29],"Twitter,":[30],"and":[31,36,53,80,91,105],"other":[32],"sources":[33],"like":[34],"webs":[35],"blogs.":[37],"It":[38],"has":[39],"become":[40],"significant":[42],"society":[45],"result":[48],"changing":[50],"people's":[51],"ideas":[52],"opinions":[54],"about":[55],"the":[56,71,117],"direction":[57],"this":[59,62],"news.":[60],"In":[61],"paper,":[63],"detection":[65],"can":[66],"be":[67],"proposed":[68,111],"by":[69],"using":[70],"Term":[72],"Frequency-Inverse":[73],"Document":[74],"Frequency":[75],"(TF-IDF)":[76],"features":[78],"extraction,":[79],"Multi-Layer":[81],"perceptron":[82],"(MLP)":[83],"algorithm":[84,112],"classifier.":[87],"Two":[88],"phases":[89],"(feed-forward":[90],"back-propagation)":[92],"are":[93,99],"used":[94],"with":[95],"three-layers,":[97],"which":[98],"(input":[100],"layer,":[101,104],"one":[102],"hidden":[103],"output":[106],"layer).":[107],"After":[108],"running":[109],"our":[110],"dataset,":[116],"classification":[118],"accuracy":[119],"achieved":[120],"equals":[121],"95.47%.":[122]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-03-15T00:00:00"}
