{"id":"https://openalex.org/W4324152521","doi":"https://doi.org/10.1007/s11634-023-00536-8","title":"Threshold-based Na\u00efve Bayes classifier","display_name":"Threshold-based Na\u00efve Bayes classifier","publication_year":2023,"publication_date":"2023-03-14","ids":{"openalex":"https://openalex.org/W4324152521","doi":"https://doi.org/10.1007/s11634-023-00536-8"},"language":"en","primary_location":{"id":"doi:10.1007/s11634-023-00536-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11634-023-00536-8","pdf_url":null,"source":{"id":"https://openalex.org/S4210175730","display_name":"Advances in Data Analysis and Classification","issn_l":"1862-5347","issn":["1862-5347","1862-5355"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Data Analysis and Classification","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s11634-023-00536-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013066101","display_name":"Maurizio Romano","orcid":"https://orcid.org/0000-0001-8947-2220"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Maurizio Romano","raw_affiliation_strings":["Department of Economics and Business Science, University of Cagliari, Cagliari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics and Business Science, University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068494522","display_name":"Giulia Contu","orcid":"https://orcid.org/0000-0001-9750-1896"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giulia Contu","raw_affiliation_strings":["Department of Economics and Business Science, University of Cagliari, Cagliari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics and Business Science, University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044745972","display_name":"Francesco Mol\u00e0","orcid":"https://orcid.org/0000-0001-6076-1600"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Mola","raw_affiliation_strings":["Department of Economics and Business Science, University of Cagliari, Cagliari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics and Business Science, University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052334999","display_name":"Claudio Conversano","orcid":"https://orcid.org/0000-0003-2020-5129"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Conversano","raw_affiliation_strings":["Department of Economics and Business Science, University of Cagliari, Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0003-2020-5129","affiliations":[{"raw_affiliation_string":"Department of Economics and Business Science, University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5013066101"],"corresponding_institution_ids":["https://openalex.org/I172446870"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.5561,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.9127912,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"18","issue":"2","first_page":"325","last_page":"361"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9958999752998352,"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":0.9958999752998352,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9883000254631042,"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":0.9498000144958496,"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/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.7725427150726318},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.707021951675415},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6759363412857056},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6546155214309692},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.6346242427825928},{"id":"https://openalex.org/keywords/bayes-theorem","display_name":"Bayes' theorem","score":0.6115201711654663},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5388123393058777},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42775434255599976},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.42119699716567993},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3939734697341919},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.2021409273147583},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.10609081387519836}],"concepts":[{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.7725427150726318},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.707021951675415},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6759363412857056},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6546155214309692},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.6346242427825928},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.6115201711654663},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5388123393058777},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42775434255599976},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42119699716567993},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3939734697341919},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.2021409273147583},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.10609081387519836}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s11634-023-00536-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11634-023-00536-8","pdf_url":null,"source":{"id":"https://openalex.org/S4210175730","display_name":"Advances in Data Analysis and Classification","issn_l":"1862-5347","issn":["1862-5347","1862-5355"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Data Analysis and Classification","raw_type":"journal-article"},{"id":"pmh:oai:iris.unica.it:11584/356498","is_oa":true,"landing_page_url":"https://hdl.handle.net/11584/356498","pdf_url":"https://iris.unica.it/bitstream/11584/356498/3/s11634-023-00536-8.pdf","source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"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":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:RePEc:spr:advdac:v:18:y:2024:i:2:d:10.1007_s11634-023-00536-8","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s11634-023-00536-8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s11634-023-00536-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11634-023-00536-8","pdf_url":null,"source":{"id":"https://openalex.org/S4210175730","display_name":"Advances in Data Analysis and Classification","issn_l":"1862-5347","issn":["1862-5347","1862-5355"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Data Analysis and Classification","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320317295","display_name":"Dipartimenti di Eccellenza","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W82055556","https://openalex.org/W568438413","https://openalex.org/W1500693574","https://openalex.org/W1594444402","https://openalex.org/W2040686047","https://openalex.org/W2045345365","https://openalex.org/W2084882049","https://openalex.org/W2103018059","https://openalex.org/W2106095291","https://openalex.org/W2127448197","https://openalex.org/W2129692524","https://openalex.org/W2137539029","https://openalex.org/W2150098611","https://openalex.org/W2166930762","https://openalex.org/W2168505588","https://openalex.org/W2320360283","https://openalex.org/W2776249353","https://openalex.org/W2780698117","https://openalex.org/W2786169785","https://openalex.org/W2892024857","https://openalex.org/W2897875766","https://openalex.org/W2969645294","https://openalex.org/W2981228026","https://openalex.org/W2999309192","https://openalex.org/W3006129156","https://openalex.org/W3035226358","https://openalex.org/W3082015516","https://openalex.org/W3099880460","https://openalex.org/W3111239699","https://openalex.org/W3126232929","https://openalex.org/W3159347382","https://openalex.org/W3174959106","https://openalex.org/W4205184193","https://openalex.org/W4210984920","https://openalex.org/W4233951458","https://openalex.org/W4255589780"],"related_works":["https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W3132372214","https://openalex.org/W4224284088","https://openalex.org/W4286571989","https://openalex.org/W2765903680","https://openalex.org/W3021501837","https://openalex.org/W2417174640"],"abstract_inverted_index":{"Abstract":[0],"The":[1,145],"Threshold-based":[2],"Na\u00efve":[3,17],"Bayes":[4,18],"(Tb-NB)":[5],"classifier":[6],"is":[7,42,56,94,149,176],"introduced":[8],"as":[9,101],"a":[10,25,40,49,52,62,70,75,78,119,122,126],"(simple)":[11],"improved":[12],"version":[13],"of":[14,61,87,104,118,132,147,188],"the":[15,22,32,59,88,95,102,111,115,129,154,167],"original":[16],"classifier.":[19],"Tb-NB":[20,93,148,175],"extracts":[21],"sentiment":[23,50,184],"from":[24,92,162],"Natural":[26],"Language":[27],"text":[28,76],"corpus":[29],"and":[30,170,194],"allows":[31],"user":[33],"not":[34],"only":[35],"to":[36,47,68,97,114,142,192],"predict":[37],"how":[38,110],"much":[39],"sentence":[41],"positive":[43,79],"(negative)":[44,80],"but":[45],"also":[46],"quantify":[48],"with":[51,140,178],"numeric":[53],"value.":[54],"It":[55],"based":[57,82],"on":[58,83,172],"estimation":[60],"single":[63],"threshold":[64],"value":[65],"that":[66,73],"concurs":[67],"define":[69],"decision":[71],"rule":[72],"classifies":[74],"into":[77],"opinion":[81],"its":[84,99],"content.":[85],"One":[86],"main":[89],"advantage":[90],"deriving":[91],"possibility":[96],"utilize":[98],"results":[100],"input":[103],"post-hoc":[105],"analysis":[106,185],"aimed":[107],"at":[108],"observing":[109],"quality":[112],"associated":[113],"different":[116,130,143],"dimensions":[117,131],"product":[120],"or":[121,138],"service":[123],"or,":[124],"in":[125,136,166,183,186],"mirrored":[127],"fashion,":[128],"customer":[133],"satisfaction":[134],"evolve":[135],"time":[137],"change":[139],"respect":[141],"locations.":[144],"effectiveness":[146],"evaluated":[150],"analyzing":[151],"data":[152],"concerning":[153],"tourism":[155],"industry":[156],"and,":[157],"specifically,":[158],"hotel":[159],"guests\u2019":[160],"reviews":[161],"all":[163],"hotels":[164],"located":[165],"Sardinian":[168],"region":[169],"available":[171],"Booking.com.":[173],"Moreover,":[174],"compared":[177],"other":[179],"popular":[180],"classifiers":[181],"used":[182],"terms":[187],"model":[189],"accuracy,":[190],"resistance":[191],"noise":[193],"computational":[195],"efficiency.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4}],"updated_date":"2026-01-09T23:09:53.351390","created_date":"2025-10-10T00:00:00"}
