{"id":"https://openalex.org/W4387870594","doi":"https://doi.org/10.1109/icc45041.2023.10278854","title":"Difference Convex (DC) Programming Approach as an Alternative Optimizer for Neural Networks","display_name":"Difference Convex (DC) Programming Approach as an Alternative Optimizer for Neural Networks","publication_year":2023,"publication_date":"2023-05-28","ids":{"openalex":"https://openalex.org/W4387870594","doi":"https://doi.org/10.1109/icc45041.2023.10278854"},"language":"en","primary_location":{"id":"doi:10.1109/icc45041.2023.10278854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10278854","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","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/A5090915131","display_name":"Mohammad Askarizadeh","orcid":"https://orcid.org/0000-0002-5342-1824"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mohammad Askarizadeh","raw_affiliation_strings":["Universit&#x00E9; du Qu&#x00E9;bec,Dept. Electrical Engineering, &#x00C9;ts,Montr&#x00E9;al,QC,Canada"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; du Qu&#x00E9;bec,Dept. Electrical Engineering, &#x00C9;ts,Montr&#x00E9;al,QC,Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068477945","display_name":"Alireza Morsali","orcid":"https://orcid.org/0000-0002-8760-5218"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alireza Morsali","raw_affiliation_strings":["McGill University,Dept. Electrical Engineering,Montr&#x00E9;al,QC,Canada"],"affiliations":[{"raw_affiliation_string":"McGill University,Dept. Electrical Engineering,Montr&#x00E9;al,QC,Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034255526","display_name":"Mostafa Zangiabadi","orcid":"https://orcid.org/0000-0003-4472-3609"},"institutions":[{"id":"https://openalex.org/I4210088809","display_name":"Hormozgan University","ror":"https://ror.org/003jjq839","country_code":"IR","type":"education","lineage":["https://openalex.org/I4210088809"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mostafa Zangiabadi","raw_affiliation_strings":["University of Hormozgan,Dept. Mathematics,Iran","Dept. Mathematics, University of Hormozgan, Iran"],"affiliations":[{"raw_affiliation_string":"University of Hormozgan,Dept. Mathematics,Iran","institution_ids":["https://openalex.org/I4210088809"]},{"raw_affiliation_string":"Dept. Mathematics, University of Hormozgan, Iran","institution_ids":["https://openalex.org/I4210088809"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019659545","display_name":"Kim Khoa Nguyen","orcid":"https://orcid.org/0000-0002-9354-7544"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim Khoa Nguyen","raw_affiliation_strings":["Universit&#x00E9; du Qu&#x00E9;bec,Dept. Electrical Engineering, &#x00C9;ts,Montr&#x00E9;al,QC,Canada"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; du Qu&#x00E9;bec,Dept. Electrical Engineering, &#x00C9;ts,Montr&#x00E9;al,QC,Canada","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5090915131"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4325,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.57163535,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"5179","last_page":"5184"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9984999895095825,"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/T12676","display_name":"Machine Learning and ELM","score":0.9969000220298767,"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/convex-optimization","display_name":"Convex optimization","score":0.6693601608276367},{"id":"https://openalex.org/keywords/convex-function","display_name":"Convex function","score":0.6222490668296814},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6008620858192444},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5745425820350647},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5666155815124512},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.5074114203453064},{"id":"https://openalex.org/keywords/proper-convex-function","display_name":"Proper convex function","score":0.4860458970069885},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.4456402659416199},{"id":"https://openalex.org/keywords/convex-analysis","display_name":"Convex analysis","score":0.4390411972999573},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4162929952144623},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3020188510417938},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2782366871833801}],"concepts":[{"id":"https://openalex.org/C157972887","wikidata":"https://www.wikidata.org/wiki/Q463359","display_name":"Convex optimization","level":3,"score":0.6693601608276367},{"id":"https://openalex.org/C145446738","wikidata":"https://www.wikidata.org/wiki/Q319913","display_name":"Convex function","level":3,"score":0.6222490668296814},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6008620858192444},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5745425820350647},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5666155815124512},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.5074114203453064},{"id":"https://openalex.org/C50862404","wikidata":"https://www.wikidata.org/wiki/Q3075259","display_name":"Proper convex function","level":5,"score":0.4860458970069885},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.4456402659416199},{"id":"https://openalex.org/C12108790","wikidata":"https://www.wikidata.org/wiki/Q2234833","display_name":"Convex analysis","level":4,"score":0.4390411972999573},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4162929952144623},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3020188510417938},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2782366871833801},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icc45041.2023.10278854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10278854","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","raw_type":"proceedings-article"},{"id":"pmh:oai:espace2.etsmtl.ca:28198","is_oa":false,"landing_page_url":"https://espace2.etsmtl.ca/id/eprint/28198/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1990494141","https://openalex.org/W2101234009","https://openalex.org/W2167967601","https://openalex.org/W2221524898","https://openalex.org/W2525954470","https://openalex.org/W2623175771","https://openalex.org/W2800831430","https://openalex.org/W2963239103","https://openalex.org/W2964232258","https://openalex.org/W2999616037","https://openalex.org/W3011573842","https://openalex.org/W3094622135","https://openalex.org/W3120740533","https://openalex.org/W4210739128","https://openalex.org/W4236362309","https://openalex.org/W4249840661","https://openalex.org/W4315630203","https://openalex.org/W6675354045","https://openalex.org/W6684426766","https://openalex.org/W6727685206","https://openalex.org/W6738760171","https://openalex.org/W6756700207","https://openalex.org/W6758902322","https://openalex.org/W6808282265"],"related_works":["https://openalex.org/W2040676043","https://openalex.org/W1977643895","https://openalex.org/W2391091101","https://openalex.org/W4256242347","https://openalex.org/W3125145310","https://openalex.org/W2051968184","https://openalex.org/W4317914276","https://openalex.org/W2388570749","https://openalex.org/W2153986439","https://openalex.org/W2510140549"],"abstract_inverted_index":{"Artificial":[0],"neural":[1],"networks":[2],"(NNs)":[3],"are":[4,19,36],"widely":[5],"used":[6],"in":[7,54],"many":[8],"modern":[9],"applications,":[10],"including":[11],"signal":[12],"processing":[13],"and":[14,85,117],"communication":[15],"systems.":[16],"Conventionally,":[17],"NNs":[18,39],"trained":[20],"by":[21,122,133],"different":[22],"forms":[23],"of":[24,46,60,63,79,104,115,124,149],"stochastic":[25],"gradient":[26,140],"descent":[27,141],"(GD)":[28],"algorithm.":[29],"However,":[30],"since":[31],"NN":[32,80,96],"optimization":[33,92],"cost":[34,120],"functions":[35,121],"non-convex,":[37],"training":[38,78],"with":[40,137],"GD":[41],"has":[42],"fundamental":[43],"common":[44],"shortcoming":[45],"all":[47],"non-convex":[48,73],"problems.":[49],"To":[50],"address":[51],"this":[52,55],"issue,":[53],"paper,":[56],"we":[57,99,110],"take":[58],"advantage":[59],"the":[61,77,101,105,138,147,150],"difference":[62],"convex":[64,102,113,125],"(DC)":[65],"programming":[66,88,153],"as":[67,81,89],"an":[68,90],"innovative":[69],"approach":[70,154],"for":[71],"smooth/non-smooth":[72],"optimizations.":[74],"We":[75,128],"model":[76,132],"a":[82],"DC":[83,87,106,152],"problem":[84],"propose":[86],"alternative":[91],"technique":[93],"to":[94],"find":[95],"parameters.":[97],"Furthermore,":[98],"obtains":[100],"components":[103,114],"function.":[107],"In":[108],"particular,":[109],"efficiently":[111],"compute":[112],"regression":[116],"binary":[118],"classification":[119],"means":[123],"analysis":[126],"tools.":[127],"verify":[129],"our":[130],"proposed":[131,151],"comparing":[134],"its":[135],"result":[136],"conventional":[139],"optimizer.":[142],"Simulation":[143],"results":[144],"confirm":[145],"that":[146],"superiority":[148],"over":[155],"GD.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
