{"id":"https://openalex.org/W2725853413","doi":"https://doi.org/10.1109/siu.2017.7960721","title":"Fast text classification with Naive Bayes method on Apache Spark","display_name":"Fast text classification with Naive Bayes method on Apache Spark","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2725853413","doi":"https://doi.org/10.1109/siu.2017.7960721","mag":"2725853413"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2017.7960721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2017.7960721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 25th Signal Processing and Communications Applications Conference (SIU)","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/A5069860518","display_name":"\u00cdskender \u00dclgen O\u011ful","orcid":"https://orcid.org/0000-0003-4882-5266"},"institutions":[{"id":"https://openalex.org/I173761726","display_name":"Karab\u00fck University","ror":"https://ror.org/04wy7gp54","country_code":"TR","type":"education","lineage":["https://openalex.org/I173761726"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Iskender Ulgen Ogul","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Karab\u00fck \u00dcniversitesi, Karab\u00fck, T\u00fcrkiye"],"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Karab\u00fck \u00dcniversitesi, Karab\u00fck, T\u00fcrkiye","institution_ids":["https://openalex.org/I173761726"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067785669","display_name":"Caner \u00d6zcan","orcid":"https://orcid.org/0000-0002-2854-4005"},"institutions":[{"id":"https://openalex.org/I173761726","display_name":"Karab\u00fck University","ror":"https://ror.org/04wy7gp54","country_code":"TR","type":"education","lineage":["https://openalex.org/I173761726"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Caner Ozcan","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Karab\u00fck \u00dcniversitesi, Karab\u00fck, T\u00fcrkiye"],"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Karab\u00fck \u00dcniversitesi, Karab\u00fck, T\u00fcrkiye","institution_ids":["https://openalex.org/I173761726"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081531741","display_name":"\u00d6zlem Hakda\u011fl\u0131","orcid":"https://orcid.org/0000-0002-3637-4309"},"institutions":[{"id":"https://openalex.org/I173761726","display_name":"Karab\u00fck University","ror":"https://ror.org/04wy7gp54","country_code":"TR","type":"education","lineage":["https://openalex.org/I173761726"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ozlem Hakdagli","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Karab\u00fck \u00dcniversitesi, Karab\u00fck, T\u00fcrkiye"],"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Karab\u00fck \u00dcniversitesi, Karab\u00fck, T\u00fcrkiye","institution_ids":["https://openalex.org/I173761726"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5069860518"],"corresponding_institution_ids":["https://openalex.org/I173761726"],"apc_list":null,"apc_paid":null,"fwci":1.4509,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.86539024,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9958999752998352,"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"}},"topics":[{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9958999752998352,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9954000115394592,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9954000115394592,"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/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.8530591726303101},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.8199384212493896},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8046845197677612},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4876910448074341},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4445628821849823},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4198351800441742},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4031243622303009},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.1486065685749054}],"concepts":[{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.8530591726303101},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.8199384212493896},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8046845197677612},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4876910448074341},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4445628821849823},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4198351800441742},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4031243622303009},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.1486065685749054},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu.2017.7960721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2017.7960721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 25th Signal Processing and Communications Applications Conference (SIU)","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":12,"referenced_works":["https://openalex.org/W123339444","https://openalex.org/W1552217991","https://openalex.org/W1666942233","https://openalex.org/W2014849717","https://openalex.org/W2071231331","https://openalex.org/W2096333412","https://openalex.org/W2131975293","https://openalex.org/W2189465200","https://openalex.org/W4230674625","https://openalex.org/W6633048663","https://openalex.org/W6674485571","https://openalex.org/W6687322159"],"related_works":["https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W4388692845","https://openalex.org/W3202731209","https://openalex.org/W3211874991","https://openalex.org/W2911634592","https://openalex.org/W1989494794","https://openalex.org/W2122031327","https://openalex.org/W1184238669","https://openalex.org/W3032901101"],"abstract_inverted_index":{"The":[0,131],"increase":[1],"in":[2,40,47,97,135],"the":[3,11,19,78,112,116,127],"number":[4],"of":[5,13,15,21,26,30,53,59,91,106,115],"devices":[6],"and":[7,33,104,137],"users":[8],"online":[9],"with":[10,71],"transition":[12],"Internet":[14],"Things":[16],"(IoT),":[17],"increases":[18],"amount":[20],"large":[22],"data":[23,88,94,114],"exponentially.":[24],"Classification":[25,52],"ascending":[27],"data,":[28,32,57],"deletion":[29],"irrelevant":[31],"meaning":[34],"extraction":[35],"have":[36],"reached":[37],"vital":[38],"importance":[39],"today's":[41],"standards.":[42],"Analysis":[43],"can":[44],"be":[45],"done":[46],"various":[48],"variations":[49],"such":[50],"as":[51],"text":[54,56,67],"on":[55,74,111],"analysis":[58,105],"spam,":[60],"personality":[61],"analysis.":[62],"In":[63],"this":[64],"study,":[65],"fast":[66,102],"classification":[68],"was":[69],"performed":[70],"machine":[72],"learning":[73],"Apache":[75],"Spark":[76,82],"using":[77,126],"Naive":[79,128],"Bayes":[80,129],"method.":[81,130],"architecture":[83,99],"uses":[84],"a":[85,92],"distributed":[86,93],"in-memory":[87],"collection":[89],"instead":[90],"structure":[95],"presented":[96,134],"Hadoop":[98],"to":[100],"provide":[101],"storage":[103],"data.":[107],"Analyzes":[108],"were":[109],"made":[110],"interpretation":[113],"Reddit":[117],"which":[118],"is":[119],"open":[120],"source":[121],"social":[122],"news":[123],"site":[124],"by":[125],"results":[132],"are":[133],"tables":[136],"graphs.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}