{"id":"https://openalex.org/W4361986756","doi":"https://doi.org/10.1007/978-981-99-0741-0_15","title":"Consumer Behavior Prediction During Covid-19 Pandemic Conditions Using Sentiment Analytics","display_name":"Consumer Behavior Prediction During Covid-19 Pandemic Conditions Using Sentiment Analytics","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4361986756","doi":"https://doi.org/10.1007/978-981-99-0741-0_15"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-99-0741-0_15","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-99-0741-0_15","pdf_url":null,"source":{"id":"https://openalex.org/S4210216571","display_name":"Lecture notes on data engineering and communications technologies","issn_l":"2367-4512","issn":["2367-4512","2367-4520"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes on Data Engineering and Communications Technologies","raw_type":"book-chapter"},"type":"conference-paper","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/A5053480426","display_name":"S Murugan","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saravanan Murugan","raw_affiliation_strings":["Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025866334","display_name":"Sulaf Assi","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sulaf Assi","raw_affiliation_strings":["School of Pharmaceutical and Biomolecular Science, Liverpool John Moores University, Liverpool, L3 3AF, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Pharmaceutical and Biomolecular Science, Liverpool John Moores University, Liverpool, L3 3AF, UK","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058676978","display_name":"Abbas Alatrany","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Abbas Alatrany","raw_affiliation_strings":["Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033389056","display_name":"Manoj Jayabalan","orcid":"https://orcid.org/0000-0002-1599-965X"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Manoj Jayabalan","raw_affiliation_strings":["Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085376253","display_name":"Panagiotis Liatsis","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Panagiotis Liatsis","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Khalifa University, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035982173","display_name":"Jamila Mustafina","orcid":"https://orcid.org/0000-0001-5770-4111"},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Jamila Mustafina","raw_affiliation_strings":["Kazan Federal University, Kazan, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University, Kazan, Russia","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057670502","display_name":"Abdullah Al Hamid","orcid":"https://orcid.org/0000-0002-7124-557X"},"institutions":[{"id":"https://openalex.org/I4210127754","display_name":"Ministry of Health","ror":"https://ror.org/030atj633","country_code":"SA","type":"government","lineage":["https://openalex.org/I4210127754"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdullah Al-Hamid","raw_affiliation_strings":["Saudi Ministry of Health, Najran, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Saudi Ministry of Health, Najran, Saudi Arabia","institution_ids":["https://openalex.org/I4210127754"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024930498","display_name":"Maitham G. Yousif","orcid":"https://orcid.org/0000-0002-2192-9551"},"institutions":[{"id":"https://openalex.org/I4210126504","display_name":"University of Al-Qadisiyah","ror":"https://ror.org/02ewzwr87","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210126504"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Maitham G. Yousif","raw_affiliation_strings":["College of Science, University of Al-Qadisiyah, Al Diwaniyah, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, University of Al-Qadisiyah, Al Diwaniyah, Iraq","institution_ids":["https://openalex.org/I4210126504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069208319","display_name":"Ahmed Kaky","orcid":null},"institutions":[{"id":"https://openalex.org/I27768575","display_name":"University of Anbar","ror":"https://ror.org/055a6gk50","country_code":"IQ","type":"education","lineage":["https://openalex.org/I27768575"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Ahmed Kaky","raw_affiliation_strings":["University of Anbar, Ramadi, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Anbar, Ramadi, Iraq","institution_ids":["https://openalex.org/I27768575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108032163","display_name":"Danny Ngo Lung Yao","orcid":"https://orcid.org/0000-0003-3497-3567"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Danny Ngo Lung Yao","raw_affiliation_strings":["Faculty of Business and Technology, UNITAR International University, Petaling Jaya, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Business and Technology, UNITAR International University, Petaling Jaya, Selangor, Malaysia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083103834","display_name":"Dhiya Al\u2010Jumeily","orcid":"https://orcid.org/0000-0002-9170-0568"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dhiya Al-Jumeily OBE","raw_affiliation_strings":["Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK","School of Computer Science and Mathematics, Liverpool John Moores University, Liverpool, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, Liverpool John Moores University, Liverpool, L3 3AF, UK","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"School of Computer Science and Mathematics, Liverpool John Moores University, Liverpool, UK","institution_ids":["https://openalex.org/I63098007"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069208319"],"corresponding_institution_ids":["https://openalex.org/I27768575"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"209","last_page":"221"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9980999827384949,"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":0.9980999827384949,"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":0.9671000242233276,"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":0.9621999859809875,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.6966423392295837},{"id":"https://openalex.org/keywords/pandemic","display_name":"Pandemic","score":0.6185806393623352},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.5908796787261963},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5879904627799988},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.5758950114250183},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5362168550491333},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5146670937538147},{"id":"https://openalex.org/keywords/social-media-analytics","display_name":"Social media analytics","score":0.5128007531166077},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.47497814893722534},{"id":"https://openalex.org/keywords/consumer-behaviour","display_name":"Consumer behaviour","score":0.4401167333126068},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.40129250288009644},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.37903672456741333},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3469927906990051},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.2692139744758606},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15044048428535461},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1226423978805542},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.08268174529075623}],"concepts":[{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.6966423392295837},{"id":"https://openalex.org/C89623803","wikidata":"https://www.wikidata.org/wiki/Q12184","display_name":"Pandemic","level":5,"score":0.6185806393623352},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.5908796787261963},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5879904627799988},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.5758950114250183},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5362168550491333},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5146670937538147},{"id":"https://openalex.org/C2778729106","wikidata":"https://www.wikidata.org/wiki/Q1140126","display_name":"Social media analytics","level":3,"score":0.5128007531166077},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.47497814893722534},{"id":"https://openalex.org/C23213687","wikidata":"https://www.wikidata.org/wiki/Q301468","display_name":"Consumer behaviour","level":2,"score":0.4401167333126068},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.40129250288009644},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.37903672456741333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3469927906990051},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2692139744758606},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15044048428535461},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1226423978805542},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.08268174529075623},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-99-0741-0_15","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-99-0741-0_15","pdf_url":null,"source":{"id":"https://openalex.org/S4210216571","display_name":"Lecture notes on data engineering and communications technologies","issn_l":"2367-4512","issn":["2367-4512","2367-4520"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes on Data Engineering and Communications Technologies","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.7900000214576721,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2979860911","https://openalex.org/W2990474035","https://openalex.org/W3049681097","https://openalex.org/W3081253081","https://openalex.org/W3090786418","https://openalex.org/W3108260123","https://openalex.org/W3120302401","https://openalex.org/W3127256598","https://openalex.org/W3130064322","https://openalex.org/W3174143294","https://openalex.org/W3185942842","https://openalex.org/W3215356716"],"related_works":["https://openalex.org/W1440043730","https://openalex.org/W2752017774","https://openalex.org/W2252197266","https://openalex.org/W2309196980","https://openalex.org/W4232432449","https://openalex.org/W3095817971","https://openalex.org/W4386456676","https://openalex.org/W4200138770","https://openalex.org/W3010943912","https://openalex.org/W2948425927"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":10}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
