{"id":"https://openalex.org/W2942997165","doi":"https://doi.org/10.23919/icact.2019.8702007","title":"SVM and Decision Stumps Based Hybrid AdaBoost Classification Algorithm for Cognitive Radios","display_name":"SVM and Decision Stumps Based Hybrid AdaBoost Classification Algorithm for Cognitive Radios","publication_year":2019,"publication_date":"2019-02-01","ids":{"openalex":"https://openalex.org/W2942997165","doi":"https://doi.org/10.23919/icact.2019.8702007","mag":"2942997165"},"language":"en","primary_location":{"id":"doi:10.23919/icact.2019.8702007","is_oa":false,"landing_page_url":"https://doi.org/10.23919/icact.2019.8702007","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 21st International Conference on Advanced Communication Technology (ICACT)","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/A5006811000","display_name":"Siji Chen","orcid":"https://orcid.org/0000-0003-1984-9023"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Siji Chen","raw_affiliation_strings":["School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101767591","display_name":"Bin Shen","orcid":"https://orcid.org/0000-0002-5418-7566"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Shen","raw_affiliation_strings":["School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023979245","display_name":"Xin Wang","orcid":"https://orcid.org/0000-0003-0694-7521"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060734228","display_name":"Hebiao Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hebiao Wu","raw_affiliation_strings":["School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications(CQUPT) Key Laboratory of Mobile Communication Technology, CQUPT, Chongqing, P. R. China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5006811000"],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":0.5305,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.67712481,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"492","last_page":"497"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/support-vector-machine","display_name":"Support vector machine","score":0.7965197563171387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7099188566207886},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6970330476760864},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.6869572997093201},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"Cognitive radio","score":0.6596512198448181},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6181615591049194},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.5596482753753662},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5103663802146912},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48761287331581116},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39297863841056824},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.075306236743927}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7965197563171387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7099188566207886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6970330476760864},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.6869572997093201},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.6596512198448181},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6181615591049194},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.5596482753753662},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5103663802146912},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48761287331581116},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39297863841056824},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.075306236743927},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/icact.2019.8702007","is_oa":false,"landing_page_url":"https://doi.org/10.23919/icact.2019.8702007","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 21st International Conference on Advanced Communication Technology (ICACT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1510073064","https://openalex.org/W2049562327","https://openalex.org/W2065424480","https://openalex.org/W2080956608","https://openalex.org/W2092431085","https://openalex.org/W2108319163","https://openalex.org/W2112076978","https://openalex.org/W2119821739","https://openalex.org/W2136411405","https://openalex.org/W2145073242","https://openalex.org/W2168078104","https://openalex.org/W2168875522","https://openalex.org/W2736060538","https://openalex.org/W2798771125","https://openalex.org/W4239510810","https://openalex.org/W6676769703","https://openalex.org/W6681651645"],"related_works":["https://openalex.org/W2559261346","https://openalex.org/W4280609833","https://openalex.org/W1973979964","https://openalex.org/W4235820682","https://openalex.org/W2146767093","https://openalex.org/W2387288480","https://openalex.org/W2907118688","https://openalex.org/W2041041500","https://openalex.org/W2942997165","https://openalex.org/W2964397447"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"machine":[3,23,128],"learning":[4,129],"techniques":[5],"based":[6,28,56],"cooperative":[7],"spectrum":[8,104],"sensing":[9],"(CSS)":[10],"algorithms":[11],"are":[12],"investigated":[13],"for":[14,34],"cognitive":[15],"radio":[16],"networks":[17],"(CRN).":[18],"A":[19],"novel":[20],"support":[21],"vector":[22,106],"(SVM)":[24],"and":[25,51,70,77,90],"decision":[26,71,91],"stumps":[27],"AdaBoost":[29],"classification":[30,36],"algorithm":[31,47,83,117],"is":[32,110,118],"proposed":[33,82,116],"pattern":[35],"of":[37,120],"the":[38,43,66,81,87,94,100,103,115,126],"primary":[39],"user\u2019s":[40],"behavior":[41],"in":[42,61,112],"network.":[44],"Conventionally,":[45],"Ad-aBoost":[46],"combines":[48],"multiple":[49],"sub-classifiers":[50],"produces":[52],"a":[53],"strong":[54,76],"weight":[55],"on":[57],"their":[58],"own":[59],"weights":[60],"classification.":[62],"Taking":[63],"into":[64],"account":[65],"fact":[67],"that":[68,102,114],"SVM":[69,85],"stump":[72,92],"serve":[73],"as":[74,86,93],"relatively":[75],"week":[78],"classifiers":[79,96],"respectively,":[80],"employs":[84],"first-stage":[88],"classifier":[89],"second-stage":[95],"to":[97],"eventually":[98],"determine":[99],"class":[101],"energy":[105],"belongs":[107],"to.":[108],"It":[109],"verified":[111],"simulations":[113],"capable":[119],"achieving":[121],"higher":[122],"detection":[123],"probability":[124],"than":[125],"conventional":[127],"algorithms.":[130]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}