{"id":"https://openalex.org/W1988534549","doi":"https://doi.org/10.5220/0005138103740380","title":"Arabic Text Classification using Bag-of-Concepts Representation","display_name":"Arabic Text Classification using Bag-of-Concepts Representation","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W1988534549","doi":"https://doi.org/10.5220/0005138103740380","mag":"1988534549"},"language":"en","primary_location":{"id":"doi:10.5220/0005138103740380","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005138103740380","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Knowledge Discovery and Information Retrieval","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0005138103740380","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076775167","display_name":"Alaa Alahmadi","orcid":"https://orcid.org/0000-0002-1281-8972"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Alaa Alahmadi","raw_affiliation_strings":["University of Limerick, Ireland"],"affiliations":[{"raw_affiliation_string":"University of Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013923325","display_name":"Arash Joorabchi","orcid":"https://orcid.org/0000-0002-0767-4302"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Arash Joorabchi","raw_affiliation_strings":["University of Limerick, Ireland"],"affiliations":[{"raw_affiliation_string":"University of Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037615061","display_name":"Abdulhussain E. Mahdi","orcid":"https://orcid.org/0000-0002-2681-6222"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Abdulhussain E. Mahdi","raw_affiliation_strings":["University of Limerick, Ireland"],"affiliations":[{"raw_affiliation_string":"University of Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5076775167"],"corresponding_institution_ids":["https://openalex.org/I230495080"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.06127549,"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":"374","last_page":"380"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9904000163078308,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9904000163078308,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9279999732971191,"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/computer-science","display_name":"Computer science","score":0.7641328573226929},{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.7139308452606201},{"id":"https://openalex.org/keywords/bag-of-words-model","display_name":"Bag-of-words model","score":0.7010641098022461},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6637023687362671},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6441767811775208},{"id":"https://openalex.org/keywords/vector-space-model","display_name":"Vector space model","score":0.607170581817627},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5780974626541138},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5447725653648376},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5429667234420776},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.43539273738861084},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.42809468507766724},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07864367961883545}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7641328573226929},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.7139308452606201},{"id":"https://openalex.org/C13672336","wikidata":"https://www.wikidata.org/wiki/Q3460803","display_name":"Bag-of-words model","level":2,"score":0.7010641098022461},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6637023687362671},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6441767811775208},{"id":"https://openalex.org/C89686163","wikidata":"https://www.wikidata.org/wiki/Q1187982","display_name":"Vector space model","level":2,"score":0.607170581817627},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5780974626541138},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5447725653648376},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5429667234420776},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.43539273738861084},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.42809468507766724},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07864367961883545},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0005138103740380","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005138103740380","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Knowledge Discovery and Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0005138103740380","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0005138103740380","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Knowledge Discovery and Information Retrieval","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.75}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W2376070138","https://openalex.org/W3001910530","https://openalex.org/W1518351784","https://openalex.org/W2364932874"],"abstract_inverted_index":{"With":[0],"the":[1,10,33,46,58,88,107,154,157,163,174],"exponential":[2],"growth":[3],"of":[4,18,21,32,36,60,90,140,156,169,188],"Arabic":[5,24,98,108,141],"text":[6,51,94,142],"in":[7,23,129,160,186],"digital":[8],"form,":[9],"need":[11],"for":[12,52,97,114],"efficient":[13],"organization,":[14],"navigation":[15],"and":[16,74],"browsing":[17],"large":[19],"amounts":[20],"documents":[22],"has":[25],"increased.":[26],"Text":[27],"Classification":[28],"(TC)":[29],"is":[30,45,103,120,131],"one":[31],"important":[34,69],"subfields":[35],"data":[37],"mining.":[38],"The":[39,100,117,167],"Bag-of-Words":[40],"(BOW)":[41],"representation":[42,95],"model,":[43],"which":[44,128],"traditional":[47,164],"way":[48],"to":[49,81,122,136,152,162,184],"represent":[50],"TC,":[53],"only":[54],"takes":[55],"into":[56,133],"account":[57],"frequency":[59],"term":[61],"occurrence":[62],"within":[63],"a":[64,91,111,124,134,138],"document.":[65],"Therefore,":[66],"it":[67],"ignores":[68],"semantic":[70],"relationships":[71],"between":[72],"terms":[73,187],"treats":[75],"synonymous":[76],"words":[77],"independently.":[78],"In":[79],"order":[80],"address":[82],"this":[83,85],"problem,":[84],"paper":[86],"describes":[87],"application":[89],"Bag-of-Concepts":[92],"(BOC)":[93],"model":[96,102,119,159,177],"text.":[99],"proposed":[101,158,175],"based":[104,147],"on":[105],"utilizing":[106],"Wikipedia":[109],"as":[110],"knowledge":[112],"base":[113],"concept":[115],"detection.":[116],"BOC":[118,176],"used":[121],"generate":[123],"Vector":[125],"Space":[126],"Model,":[127],"turn":[130],"fed":[132],"classifier":[135],"categorize":[137],"collection":[139],"documents.":[143],"Two":[144],"different":[145],"machine-learning":[146],"classifiers":[148],"have":[149],"been":[150],"deployed":[151],"evaluate":[153],"effectiveness":[155],"comparison":[161],"BOW":[165,185],"model.":[166],"results":[168],"our":[170],"experiment":[171],"show":[172],"that":[173],"achieves":[178],"an":[179],"improved":[180],"performance":[181],"with":[182],"respect":[183],"classification":[189],"accuracy.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
