{"id":"https://openalex.org/W2953467339","doi":"https://doi.org/10.1109/access.2019.2925905","title":"An Adaptive Model for Identification of Influential Bloggers Based on Case-Based Reasoning Using Random Forest","display_name":"An Adaptive Model for Identification of Influential Bloggers Based on Case-Based Reasoning Using Random Forest","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2953467339","doi":"https://doi.org/10.1109/access.2019.2925905","mag":"2953467339"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2925905","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2925905","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08752220.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08752220.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056187118","display_name":"Yousra Asim","orcid":"https://orcid.org/0000-0003-1521-6579"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Yousra Asim","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081280784","display_name":"Basit Raza","orcid":"https://orcid.org/0000-0001-6711-2363"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Basit Raza","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-6711-2363","affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ahmad Kamran Malik","orcid":"https://orcid.org/0000-0003-1521-6579"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ahmad Kamran Malik","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-1521-6579","affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090447704","display_name":"Ahmad R. Shahaid","orcid":null},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ahmad R. Shahaid","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090343976","display_name":"Hani Alquhayz","orcid":"https://orcid.org/0000-0001-8445-7742"},"institutions":[{"id":"https://openalex.org/I195631090","display_name":"Majmaah University","ror":"https://ror.org/01mcrnj60","country_code":"SA","type":"education","lineage":["https://openalex.org/I195631090"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hani Alquhayz","raw_affiliation_strings":["Department of Computer Science and Information, Majmaah University, Al-Majmaah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-8445-7742","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information, Majmaah University, Al-Majmaah, Saudi Arabia","institution_ids":["https://openalex.org/I195631090"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.2707,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.84992414,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"7","issue":null,"first_page":"87732","last_page":"87749"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9968000054359436,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9968000054359436,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.993399977684021,"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":0.8022439479827881},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6859200596809387},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6276320815086365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6226881146430969},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6152490377426147},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6005730032920837},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5776124000549316},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5759397745132446},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4943509101867676},{"id":"https://openalex.org/keywords/case-based-reasoning","display_name":"Case-based reasoning","score":0.4835188388824463},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.42109423875808716},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39178699254989624},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.15737923979759216},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08783277869224548}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8022439479827881},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6859200596809387},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6276320815086365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6226881146430969},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6152490377426147},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6005730032920837},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5776124000549316},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5759397745132446},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4943509101867676},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.4835188388824463},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.42109423875808716},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39178699254989624},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.15737923979759216},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08783277869224548},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2925905","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2925905","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08752220.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9bb0116e39924b69b5f3053d60bcf976","is_oa":true,"landing_page_url":"https://doaj.org/article/9bb0116e39924b69b5f3053d60bcf976","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 87732-87749 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2925905","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2925905","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08752220.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1353671286","display_name":null,"funder_award_id":"1440-135","funder_id":"https://openalex.org/F4320324553","funder_display_name":"Majmaah University"}],"funders":[{"id":"https://openalex.org/F4320321679","display_name":"Ministry of Economy, Trade and Industry","ror":"https://ror.org/055tm7f07"},{"id":"https://openalex.org/F4320324553","display_name":"Majmaah University","ror":"https://ror.org/01mcrnj60"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2953467339.pdf","grobid_xml":"https://content.openalex.org/works/W2953467339.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1512201517","https://openalex.org/W1967579779","https://openalex.org/W1973971264","https://openalex.org/W1990911977","https://openalex.org/W2047568192","https://openalex.org/W2058307797","https://openalex.org/W2061820396","https://openalex.org/W2080348148","https://openalex.org/W2084300814","https://openalex.org/W2108858998","https://openalex.org/W2108867285","https://openalex.org/W2122210511","https://openalex.org/W2125055259","https://openalex.org/W2125860277","https://openalex.org/W2126385963","https://openalex.org/W2132510873","https://openalex.org/W2139297408","https://openalex.org/W2153334715","https://openalex.org/W2161133420","https://openalex.org/W2161336914","https://openalex.org/W2165533158","https://openalex.org/W2170234626","https://openalex.org/W2191478572","https://openalex.org/W2270192120","https://openalex.org/W2299845553","https://openalex.org/W2338912252","https://openalex.org/W2467090015","https://openalex.org/W2467803737","https://openalex.org/W2529668293","https://openalex.org/W2553923240","https://openalex.org/W2555275292","https://openalex.org/W2580734735","https://openalex.org/W2601142304","https://openalex.org/W2608551693","https://openalex.org/W2623056331","https://openalex.org/W2638730375","https://openalex.org/W2742408064","https://openalex.org/W2776296749","https://openalex.org/W2779877840","https://openalex.org/W2780395198","https://openalex.org/W2792637072","https://openalex.org/W2888438160","https://openalex.org/W2911964244","https://openalex.org/W2998768810","https://openalex.org/W4205646471","https://openalex.org/W4244238212","https://openalex.org/W4299981486","https://openalex.org/W6763704997"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W2120652069","https://openalex.org/W4229749513","https://openalex.org/W2115352897","https://openalex.org/W2120541825","https://openalex.org/W2127090479","https://openalex.org/W2900064216","https://openalex.org/W2220283279","https://openalex.org/W1707715147","https://openalex.org/W145945527"],"abstract_inverted_index":{"Bloggers":[0],"play":[1],"a":[2,19,41,62,140],"role":[3],"in":[4,10,52,159,168],"individual":[5],"decision":[6],"making":[7],"of":[8,17,34,79,94,100,109,123,164,171],"users":[9],"online":[11],"social":[12],"networking":[13],"platforms.":[14],"Their":[15],"capability":[16],"addressing":[18],"wide":[20],"audience":[21],"gives":[22],"them":[23],"influence":[24],"over":[25],"their":[26],"audience,":[27],"which":[28,90],"companies":[29],"seek":[30],"to":[31,106,115,195],"exploit.":[32],"Identification":[33],"influential":[35,81],"bloggers":[36],"can":[37,50],"be":[38],"seen":[39],"as":[40,68,113],"machine":[42],"learning":[43],"(ML)":[44],"task":[45],"and":[46,64,86,117,154,162,188],"different":[47,211],"ML":[48,132,208],"techniques":[49,133,209],"help":[51],"classifying":[53],"the":[54,77,92,107,110,124,160,172,177],"professional":[55,165],"blogger.":[56],"In":[57],"this":[58],"paper,":[59],"we":[60],"propose":[61],"predictive":[63],"adaptive":[65],"model":[66,75,112,127,150,179,199],"named":[67],"Influential":[69],"Blogger":[70],"based":[71],"Case-Based":[72],"Reasoning":[73],"(IB-CBR)":[74],"for":[76],"recognition":[78],"unseen":[80],"bloggers.":[82],"It":[83,144],"incorporates":[84],"self-prediction":[85],"self-adaptation":[87],"(self-management)":[88],"capabilities":[89],"are":[91],"essence":[93],"an":[95],"automated":[96],"system.":[97],"The":[98,121,197],"integration":[99],"Random":[101],"Forest":[102],"is":[103,128,145,204],"found":[104],"contributing":[105],"efficiency":[108],"IB-CBR":[111,126,178,198],"compared":[114,205],"Nearest-Neighbor,":[116],"Artificial":[118],"Neural":[119],"Network.":[120],"performance":[122,137],"proposed":[125,149,173],"evaluated":[129],"against":[130],"other":[131,207],"by":[134],"using":[135,210],"standard":[136,141,212],"measures":[138],"on":[139],"blogger's":[142],"dataset.":[143],"observed":[146],"that":[147],"our":[148],"exhibits":[151],"88-95%":[152],"Accuracy":[153],"94-97%":[155],"True":[156],"Positive":[157,192],"Rate":[158,193],"prediction":[161],"adaptation":[163],"bloggers,":[166],"respectively,":[167],"three":[169],"iterations":[170],"model.":[174],"What's":[175],"more,":[176],"achieved":[180],"91-96%":[181],"(increasing)":[182,185],"F-measure,":[183],"91-98%":[184],"ROC":[186],"AUC,":[187],"36-11%":[189],"(decreasing)":[190],"False":[191],"due":[194],"adaptivity.":[196],"performed":[200],"well":[201],"when":[202],"it":[203],"with":[206],"datasets.":[213]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
