{"id":"https://openalex.org/W3082046152","doi":"https://doi.org/10.1109/jcc49151.2020.00014","title":"A Distributed Computing Framework Based on Variance Reduction Method to Accelerate Training Machine Learning Models","display_name":"A Distributed Computing Framework Based on Variance Reduction Method to Accelerate Training Machine Learning Models","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3082046152","doi":"https://doi.org/10.1109/jcc49151.2020.00014","mag":"3082046152"},"language":"en","primary_location":{"id":"doi:10.1109/jcc49151.2020.00014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jcc49151.2020.00014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Joint Cloud Computing","raw_type":"proceedings-article"},"type":"conference-paper","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/A5011008665","display_name":"Zhen Huang","orcid":"https://orcid.org/0000-0003-4819-373X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Huang","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047414317","display_name":"Mingxing Tang","orcid":"https://orcid.org/0000-0003-2966-6028"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingxing Tang","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100746707","display_name":"Feng Liu","orcid":"https://orcid.org/0000-0001-8773-0775"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Liu","raw_affiliation_strings":["College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072973188","display_name":"Jinyan Qiu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jinyan Qiu","raw_affiliation_strings":["H.R. Support Center, PLA, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"H.R. Support Center, PLA, Changsha, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100649868","display_name":"Hangjun Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150398","display_name":"Hunan University of Finance and Economics","ror":"https://ror.org/04askxv05","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150398"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hangjun Zhou","raw_affiliation_strings":["Hunan University of Finance and Economics, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University of Finance and Economics, Changsha, China","institution_ids":["https://openalex.org/I4210150398"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100334733","display_name":"Yuan Yuan","orcid":"https://orcid.org/0000-0001-7964-6514"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Yuan","raw_affiliation_strings":["College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102003608","display_name":"Changjian Wang","orcid":"https://orcid.org/0000-0002-1160-0365"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changjian Wang","raw_affiliation_strings":["College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440903","display_name":"Dongsheng Li","orcid":"https://orcid.org/0000-0001-9743-2034"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Li","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101645557","display_name":"Yuxing Peng","orcid":"https://orcid.org/0000-0002-8223-5588"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxing Peng","raw_affiliation_strings":["Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Science and Technology on Parallel and Distributed Laboratory, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2014","issue":null,"first_page":"30","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9997000098228455,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9997000098228455,"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":0.9987999796867371,"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/T11273","display_name":"Advanced Graph Neural Networks","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/computer-science","display_name":"Computer science","score":0.8577941656112671},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.6578171253204346},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5900407433509827},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5693981647491455},{"id":"https://openalex.org/keywords/variance-reduction","display_name":"Variance reduction","score":0.5449397563934326},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5300768613815308},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5186926126480103},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.5050268769264221},{"id":"https://openalex.org/keywords/rate-of-convergence","display_name":"Rate of convergence","score":0.4888564944267273},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4860227704048157},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48484599590301514},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.1830313801765442}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8577941656112671},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.6578171253204346},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5900407433509827},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5693981647491455},{"id":"https://openalex.org/C62644790","wikidata":"https://www.wikidata.org/wiki/Q3454689","display_name":"Variance reduction","level":3,"score":0.5449397563934326},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5300768613815308},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5186926126480103},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.5050268769264221},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.4888564944267273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4860227704048157},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48484599590301514},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.1830313801765442},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jcc49151.2020.00014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jcc49151.2020.00014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Joint Cloud Computing","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":35,"referenced_works":["https://openalex.org/W1491622225","https://openalex.org/W1942704184","https://openalex.org/W2009332171","https://openalex.org/W2060393849","https://openalex.org/W2078945459","https://openalex.org/W2083842231","https://openalex.org/W2107438106","https://openalex.org/W2130984546","https://openalex.org/W2271840356","https://openalex.org/W2392113277","https://openalex.org/W2593610431","https://openalex.org/W2600531987","https://openalex.org/W2734739919","https://openalex.org/W2735992466","https://openalex.org/W2793022090","https://openalex.org/W2807915830","https://openalex.org/W2952215077","https://openalex.org/W2963116103","https://openalex.org/W2963156201","https://openalex.org/W2963290814","https://openalex.org/W2963433607","https://openalex.org/W2963653623","https://openalex.org/W2963807877","https://openalex.org/W2963941964","https://openalex.org/W2964066689","https://openalex.org/W2978311645","https://openalex.org/W4288100638","https://openalex.org/W4297782689","https://openalex.org/W4298168912","https://openalex.org/W6629379589","https://openalex.org/W6640590530","https://openalex.org/W6676105031","https://openalex.org/W6680196509","https://openalex.org/W6713121291","https://openalex.org/W6749290080"],"related_works":["https://openalex.org/W2186864281","https://openalex.org/W4255427455","https://openalex.org/W2169816622","https://openalex.org/W2298254442","https://openalex.org/W1997242758","https://openalex.org/W2169367269","https://openalex.org/W2951368390","https://openalex.org/W2291558465","https://openalex.org/W1981992409","https://openalex.org/W2067529449"],"abstract_inverted_index":{"To":[0,43,75],"support":[1],"large-scale":[2],"intelligent":[3],"applications,":[4],"distributed":[5,18],"machine":[6,19,106],"learning":[7,20,67,107],"based":[8,56],"on":[9,38,57,84],"JointCloud":[10],"is":[11,21],"an":[12],"intuitive":[13],"solution":[14],"scheme.":[15],"However,":[16],"the":[17,28,45,72,92,96],"difficult":[22],"to":[23,26,69],"train":[24],"due":[25],"that":[27,91],"corresponding":[29],"optimization":[30,54],"solver":[31,100],"algorithms":[32],"converge":[33],"slowly,":[34],"which":[35,61],"highly":[36],"demand":[37],"computing":[39,50,93],"and":[40,101],"memory":[41],"resources.":[42],"overcome":[44],"challenges,":[46],"we":[47,79],"propose":[48],"a":[49,64],"framework":[51,94],"for":[52,105],"L-BFGS":[53],"algorithm":[55],"variance":[58],"reduction":[59],"method,":[60],"can":[62],"utilize":[63],"fixed":[65],"big":[66],"rate":[68],"linearly":[70],"accelerate":[71,95],"convergence":[73],"speed.":[74],"validate":[76],"our":[77],"claims,":[78],"have":[80],"conducted":[81],"several":[82],"experiments":[83],"multiple":[85],"classical":[86],"datasets.":[87],"Experimental":[88],"results":[89,104],"show":[90],"training":[97],"process":[98],"of":[99],"obtain":[102],"accurate":[103],"algorithms.":[108]},"counts_by_year":[{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
