{"id":"https://openalex.org/W2995967097","doi":"https://doi.org/10.1109/tencon.2019.8929284","title":"Initial Weights Optimization using Enhanced Step Size Firefly Algorithm for Feed Forward Neural Network applied to Spam Detection","display_name":"Initial Weights Optimization using Enhanced Step Size Firefly Algorithm for Feed Forward Neural Network applied to Spam Detection","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W2995967097","doi":"https://doi.org/10.1109/tencon.2019.8929284","mag":"2995967097"},"language":"en","primary_location":{"id":"doi:10.1109/tencon.2019.8929284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tencon.2019.8929284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TENCON 2019 - 2019 IEEE Region 10 Conference (TENCON)","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/A5038404555","display_name":"E. Elakkiya","orcid":"https://orcid.org/0000-0001-6175-762X"},"institutions":[{"id":"https://openalex.org/I122964287","display_name":"National Institute of Technology Tiruchirappalli","ror":"https://ror.org/047x65e68","country_code":"IN","type":"education","lineage":["https://openalex.org/I122964287"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"E Elakkiya","raw_affiliation_strings":["Department of Computer Science and Engineering, National Institute of Technology, Tiruchirappalli, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, National Institute of Technology, Tiruchirappalli, India","institution_ids":["https://openalex.org/I122964287"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100638043","display_name":"S. Selvakumar","orcid":"https://orcid.org/0000-0002-4900-4745"},"institutions":[{"id":"https://openalex.org/I4210127244","display_name":"Indian Institute of Information Technology Una","ror":"https://ror.org/02z8z1589","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210127244"]},{"id":"https://openalex.org/I122964287","display_name":"National Institute of Technology Tiruchirappalli","ror":"https://ror.org/047x65e68","country_code":"IN","type":"education","lineage":["https://openalex.org/I122964287"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S Selvakumar","raw_affiliation_strings":["Department of Computer Science and Engineering, National Institute of Technology, Tiruchirappalli and Director, IIIT Una, Himachal Pradesh"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, National Institute of Technology, Tiruchirappalli and Director, IIIT Una, Himachal Pradesh","institution_ids":["https://openalex.org/I122964287","https://openalex.org/I4210127244"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5038404555"],"corresponding_institution_ids":["https://openalex.org/I122964287"],"apc_list":null,"apc_paid":null,"fwci":0.3391,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.70950357,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"67","issue":null,"first_page":"942","last_page":"946"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":1.0,"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/T11644","display_name":"Spam and Phishing Detection","score":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9979000091552734,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9950000047683716,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/firefly-algorithm","display_name":"Firefly algorithm","score":0.763298749923706},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.689851701259613},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5478470325469971},{"id":"https://openalex.org/keywords/firefly-protocol","display_name":"Firefly protocol","score":0.5173218250274658},{"id":"https://openalex.org/keywords/feedforward-neural-network","display_name":"Feedforward neural network","score":0.4883089065551758},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4664589464664459},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4409354031085968},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3011741638183594},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.19307857751846313},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1363350749015808},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.13498252630233765}],"concepts":[{"id":"https://openalex.org/C154982244","wikidata":"https://www.wikidata.org/wiki/Q5451844","display_name":"Firefly algorithm","level":3,"score":0.763298749923706},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.689851701259613},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5478470325469971},{"id":"https://openalex.org/C107477482","wikidata":"https://www.wikidata.org/wiki/Q22570039","display_name":"Firefly protocol","level":2,"score":0.5173218250274658},{"id":"https://openalex.org/C47702885","wikidata":"https://www.wikidata.org/wiki/Q5441227","display_name":"Feedforward neural network","level":3,"score":0.4883089065551758},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4664589464664459},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4409354031085968},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3011741638183594},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.19307857751846313},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1363350749015808},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.13498252630233765},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C90856448","wikidata":"https://www.wikidata.org/wiki/Q431","display_name":"Zoology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tencon.2019.8929284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tencon.2019.8929284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TENCON 2019 - 2019 IEEE Region 10 Conference (TENCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.4099999964237213,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W9223698","https://openalex.org/W287415077","https://openalex.org/W1175767220","https://openalex.org/W1986678144","https://openalex.org/W2090182207","https://openalex.org/W2158568356","https://openalex.org/W2230089931","https://openalex.org/W2334956882","https://openalex.org/W2397135192","https://openalex.org/W2398757235","https://openalex.org/W2562703943","https://openalex.org/W2613909824","https://openalex.org/W2760670340","https://openalex.org/W6711907643","https://openalex.org/W6737811519"],"related_works":["https://openalex.org/W2222304693","https://openalex.org/W4200439108","https://openalex.org/W2940563633","https://openalex.org/W2490269892","https://openalex.org/W2757862489","https://openalex.org/W2411884393","https://openalex.org/W2138097482","https://openalex.org/W2984874436","https://openalex.org/W2912808862","https://openalex.org/W2890875110"],"abstract_inverted_index":{"Spams":[0],"are":[1],"unsolicited":[2],"and":[3,18,105,120,123],"unnecessary":[4],"messages":[5],"which":[6,86],"may":[7],"contain":[8],"harmful":[9],"codes":[10],"or":[11],"links":[12],"for":[13,43,90,102],"activation":[14],"of":[15,22,64,74,118],"malicious":[16,30],"viruses":[17],"spywares.":[19],"Increasing":[20],"popularity":[21],"social":[23,33,44],"networks":[24],"attracts":[25],"the":[26,65,88,95,106,111],"spammers":[27],"to":[28],"perform":[29],"activities":[31],"in":[32,116],"networks.":[34,45],"So":[35],"an":[36],"efficient":[37],"spam":[38,57],"detection":[39,58,121],"method":[40],"is":[41,60,68,100],"necessary":[42],"In":[46],"this":[47],"paper,":[48],"feed":[49,75],"forward":[50,76],"neural":[51,77],"network":[52,78],"with":[53],"back":[54],"propagation":[55],"based":[56],"model":[59,99,113],"proposed.":[61],"The":[62,98],"quality":[63],"learning":[66,96],"process":[67],"improved":[69],"by":[70],"tuning":[71],"initial":[72],"weights":[73,93],"using":[79],"proposed":[80,112],"enhanced":[81],"step":[82],"size":[83],"firefly":[84],"algorithm":[85],"reduces":[87],"time":[89],"finding":[91],"optimal":[92],"during":[94],"process.":[97],"applied":[101],"twitter":[103],"dataset":[104],"experimental":[107],"results":[108],"show":[109],"that,":[110],"performs":[114],"well":[115],"terms":[117],"accuracy":[119],"rate":[122],"has":[124],"lower":[125],"false":[126],"positive":[127],"rate.":[128]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
