{"id":"https://openalex.org/W4313459371","doi":"https://doi.org/10.1109/iccr56254.2022.9996008","title":"Machine Learning Based Prediction of Stock Exchange on NASDAQ 100: A Twitter Mining Approach","display_name":"Machine Learning Based Prediction of Stock Exchange on NASDAQ 100: A Twitter Mining Approach","publication_year":2022,"publication_date":"2022-10-06","ids":{"openalex":"https://openalex.org/W4313459371","doi":"https://doi.org/10.1109/iccr56254.2022.9996008"},"language":"en","primary_location":{"id":"doi:10.1109/iccr56254.2022.9996008","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccr56254.2022.9996008","pdf_url":null,"source":{"id":"https://openalex.org/S4363608155","display_name":"2022 International Conference on Cyber Resilience (ICCR)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Cyber Resilience (ICCR)","raw_type":"proceedings-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/A5001046996","display_name":"Saida Harguem","orcid":"https://orcid.org/0000-0001-5286-241X"},"institutions":[{"id":"https://openalex.org/I186129607","display_name":"Canadian University of Dubai","ror":"https://ror.org/029zgsn59","country_code":"AE","type":"education","lineage":["https://openalex.org/I186129607"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Saida Harguem","raw_affiliation_strings":["Canadian University Dubai,Dubai,UAE","Canadian University Dubai, Dubai, UAE"],"affiliations":[{"raw_affiliation_string":"Canadian University Dubai,Dubai,UAE","institution_ids":["https://openalex.org/I186129607"]},{"raw_affiliation_string":"Canadian University Dubai, Dubai, UAE","institution_ids":["https://openalex.org/I186129607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055056119","display_name":"Zakariya Chabani","orcid":"https://orcid.org/0000-0001-8165-7407"},"institutions":[{"id":"https://openalex.org/I186129607","display_name":"Canadian University of Dubai","ror":"https://ror.org/029zgsn59","country_code":"AE","type":"education","lineage":["https://openalex.org/I186129607"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Zakariya Chabani","raw_affiliation_strings":["Canadian University Dubai,Dubai,UAE","Canadian University Dubai, Dubai, UAE"],"affiliations":[{"raw_affiliation_string":"Canadian University Dubai,Dubai,UAE","institution_ids":["https://openalex.org/I186129607"]},{"raw_affiliation_string":"Canadian University Dubai, Dubai, UAE","institution_ids":["https://openalex.org/I186129607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017997304","display_name":"Samar Billi Noaman","orcid":"https://orcid.org/0000-0002-3433-4645"},"institutions":[{"id":"https://openalex.org/I186129607","display_name":"Canadian University of Dubai","ror":"https://ror.org/029zgsn59","country_code":"AE","type":"education","lineage":["https://openalex.org/I186129607"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Samar Noaman","raw_affiliation_strings":["Canadian University Dubai,Dubai,UAE","Canadian University Dubai, Dubai, UAE"],"affiliations":[{"raw_affiliation_string":"Canadian University Dubai,Dubai,UAE","institution_ids":["https://openalex.org/I186129607"]},{"raw_affiliation_string":"Canadian University Dubai, Dubai, UAE","institution_ids":["https://openalex.org/I186129607"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101815340","display_name":"Muhammad Amjad","orcid":"https://orcid.org/0000-0001-7552-8908"},"institutions":[{"id":"https://openalex.org/I43729321","display_name":"National College of Business Administration and Economics","ror":"https://ror.org/02my4wj17","country_code":"PK","type":"education","lineage":["https://openalex.org/I43729321"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Amjad","raw_affiliation_strings":["National College of Business Administration and Economics,Lahore,Pakistan","National College of Business Administration and Economics, Lahore, Pakistan"],"affiliations":[{"raw_affiliation_string":"National College of Business Administration and Economics,Lahore,Pakistan","institution_ids":["https://openalex.org/I43729321"]},{"raw_affiliation_string":"National College of Business Administration and Economics, Lahore, Pakistan","institution_ids":["https://openalex.org/I43729321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016164886","display_name":"Muhammad Bux Alvi","orcid":"https://orcid.org/0000-0003-1688-9775"},"institutions":[{"id":"https://openalex.org/I174731842","display_name":"Islamia University of Bahawalpur","ror":"https://ror.org/002rc4w13","country_code":"PK","type":"education","lineage":["https://openalex.org/I174731842"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Bux Alvi","raw_affiliation_strings":["The Islamia University of Bahawalpur,Bahawalpur,Pakistan","The Islamia University of Bahawalpur, Bahawalpur, Pakistan"],"affiliations":[{"raw_affiliation_string":"The Islamia University of Bahawalpur,Bahawalpur,Pakistan","institution_ids":["https://openalex.org/I174731842"]},{"raw_affiliation_string":"The Islamia University of Bahawalpur, Bahawalpur, Pakistan","institution_ids":["https://openalex.org/I174731842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040237247","display_name":"Muhammad Asif","orcid":"https://orcid.org/0000-0002-7841-8613"},"institutions":[{"id":"https://openalex.org/I43729321","display_name":"National College of Business Administration and Economics","ror":"https://ror.org/02my4wj17","country_code":"PK","type":"education","lineage":["https://openalex.org/I43729321"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Asif","raw_affiliation_strings":["School of Computer Science, NCBA&#x0026;E,Lahore,Pakistan"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, NCBA&#x0026;E,Lahore,Pakistan","institution_ids":["https://openalex.org/I43729321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083153506","display_name":"Muhammad Hassaan Mehmood","orcid":null},"institutions":[{"id":"https://openalex.org/I43729321","display_name":"National College of Business Administration and Economics","ror":"https://ror.org/02my4wj17","country_code":"PK","type":"education","lineage":["https://openalex.org/I43729321"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Hassaan Mehmood","raw_affiliation_strings":["School of Computer Science, NCBA&#x0026;E,Lahore,Pakistan"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, NCBA&#x0026;E,Lahore,Pakistan","institution_ids":["https://openalex.org/I43729321"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091072399","display_name":"Amer Hani Al-Kassem","orcid":null},"institutions":[{"id":"https://openalex.org/I2799888298","display_name":"Skyline University College","ror":"https://ror.org/05r7nbf33","country_code":"AE","type":"education","lineage":["https://openalex.org/I2799888298"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Amer Hani Al-kassem","raw_affiliation_strings":["School of Business, Skyline University College, University City of Sharjah,Sharjah,United Arab Emirates,1797"],"affiliations":[{"raw_affiliation_string":"School of Business, Skyline University College, University City of Sharjah,Sharjah,United Arab Emirates,1797","institution_ids":["https://openalex.org/I2799888298"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5001046996"],"corresponding_institution_ids":["https://openalex.org/I186129607"],"apc_list":null,"apc_paid":null,"fwci":2.1828,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.89802844,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14064","display_name":"Organizational and Employee Performance","score":0.9986000061035156,"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/T14064","display_name":"Organizational and Employee Performance","score":0.9986000061035156,"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":0.996399998664856,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9934999942779541,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7418495416641235},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6565502882003784},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5773178339004517},{"id":"https://openalex.org/keywords/stock-exchange","display_name":"Stock exchange","score":0.5581315755844116},{"id":"https://openalex.org/keywords/stock","display_name":"Stock (firearms)","score":0.5279192924499512},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5114304423332214},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4976682960987091},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.48642539978027344},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.43494126200675964},{"id":"https://openalex.org/keywords/stock-price","display_name":"Stock price","score":0.42534762620925903},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40019479393959045},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.15606993436813354},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13795700669288635},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13066071271896362},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.12559401988983154}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7418495416641235},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6565502882003784},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5773178339004517},{"id":"https://openalex.org/C200870193","wikidata":"https://www.wikidata.org/wiki/Q11691","display_name":"Stock exchange","level":2,"score":0.5581315755844116},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.5279192924499512},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5114304423332214},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4976682960987091},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.48642539978027344},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.43494126200675964},{"id":"https://openalex.org/C2988984586","wikidata":"https://www.wikidata.org/wiki/Q1020013","display_name":"Stock price","level":3,"score":0.42534762620925903},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40019479393959045},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.15606993436813354},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13795700669288635},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13066071271896362},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.12559401988983154},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","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/C2780762169","wikidata":"https://www.wikidata.org/wiki/Q5905368","display_name":"Horse","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccr56254.2022.9996008","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccr56254.2022.9996008","pdf_url":null,"source":{"id":"https://openalex.org/S4363608155","display_name":"2022 International Conference on Cyber Resilience (ICCR)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Cyber Resilience (ICCR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W270822697","https://openalex.org/W1926023772","https://openalex.org/W1968766863","https://openalex.org/W2032509147","https://openalex.org/W2079281079","https://openalex.org/W2113984132","https://openalex.org/W2483590864","https://openalex.org/W2522534515","https://openalex.org/W2596700132","https://openalex.org/W2756487178","https://openalex.org/W2904415173","https://openalex.org/W2920568733","https://openalex.org/W2927107250","https://openalex.org/W2944815653","https://openalex.org/W2963597855","https://openalex.org/W2997433616","https://openalex.org/W3004507643","https://openalex.org/W3028563849","https://openalex.org/W3036282587","https://openalex.org/W3082868483","https://openalex.org/W3107338991","https://openalex.org/W3133971464","https://openalex.org/W3162972130","https://openalex.org/W3173450924","https://openalex.org/W3203358497","https://openalex.org/W3207483080","https://openalex.org/W3207872601","https://openalex.org/W3210005245","https://openalex.org/W4200224789","https://openalex.org/W4200616942","https://openalex.org/W4205331166","https://openalex.org/W4205555939","https://openalex.org/W4205850410","https://openalex.org/W4205867314","https://openalex.org/W4206117987","https://openalex.org/W4213280465","https://openalex.org/W4223992687","https://openalex.org/W4224920825","https://openalex.org/W4224940374","https://openalex.org/W4281674651","https://openalex.org/W4297817811","https://openalex.org/W4300007151","https://openalex.org/W6758544593","https://openalex.org/W6765712431","https://openalex.org/W6773761492","https://openalex.org/W6785956915","https://openalex.org/W6926372771"],"related_works":["https://openalex.org/W2370669686","https://openalex.org/W247222457","https://openalex.org/W1488120909","https://openalex.org/W3124131549","https://openalex.org/W3008476150","https://openalex.org/W2152348935","https://openalex.org/W2887069341","https://openalex.org/W2554106722","https://openalex.org/W1797892342","https://openalex.org/W2093710055"],"abstract_inverted_index":{"Twitter":[0,18],"is":[1,13,19,40,74,162,169],"a":[2,117,127],"popular":[3],"social":[4],"media":[5],"network.":[6],"Its":[7],"impact":[8],"on":[9,43,49],"our":[10],"daily":[11],"life":[12],"increasing":[14],"day":[15],"by":[16,55],"day.":[17],"not":[20],"only":[21],"used":[22,124,138,163],"for":[23,28,37,139],"current":[24],"affairs":[25],"but":[26,129],"also":[27],"showing":[29],"its":[30],"significance":[31],"in":[32,87],"corporate":[33],"culture.":[34],"The":[35,96,180],"motivation":[36],"this":[38],"research":[39],"to":[41,61,77,125,142,153,171,201],"elaborate":[42],"the":[44,53,57,79,85,88,101,104,120,144,149,157,175,202],"importance":[45],"of":[46,93,107],"user":[47,58,82],"tweets":[48,59,83],"famous":[50,105],"companies":[51,94],"around":[52],"world":[54],"analyzing":[56],"according":[60],"their":[62],"sentiments,":[63],"i.e.,":[64],"optimistic":[65],"(positive),":[66],"harmful":[67],"(negative)":[68],"and":[69,84,147,173,178],"disinterested":[70],"(neutral).":[71],"This":[72],"analysis":[73],"an":[75],"effort":[76],"show":[78],"corelation":[80],"between":[81],"variation":[86],"stock":[89,108],"market":[90],"share":[91],"prices":[92],"worldwide.":[95],"dataset":[97,122],"was":[98,123,184,195,198],"taken":[99],"from":[100,111,119],"NASDAQ":[102],"100,":[103],"source":[106],"price":[109],"data":[110,115,131,146,150],"world-famous":[112],"companies.":[113],"After":[114],"extraction,":[116],"sample":[118],"entire":[121],"obtain":[126],"minimum":[128],"optimal":[130],"subset.":[132],"One-Hot":[133],"Encoding":[134],"technique":[135],"has":[136],"been":[137],"features":[140],"reduction":[141],"reduce":[143],"useless":[145],"make":[148],"more":[151],"flexible":[152],"use.":[154],"For":[155],"modelling,":[156],"SVM":[158,187],"machine":[159],"learning":[160],"algorithm":[161],"with":[164,188],"different":[165],"kernels.":[166],"Furthermore,":[167],"cross-validation":[168],"leveraged":[170],"evaluate":[172],"verify":[174],"model's":[176],"accuracy":[177,183,194],"stability.":[179],"maximum":[181],"92%":[182],"achieved":[185],"using":[186],"Linear":[189],"kernel,":[190],"whereas":[191],"RBF":[192],"kernel":[193],"62%,":[196],"which":[197],"low":[199],"compared":[200],"former":[203],"one.)":[204]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":16}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
