{"id":"https://openalex.org/W4319831634","doi":"https://doi.org/10.58496/mjbd/2023/002","title":"Parallel Machine Learning Algorithms","display_name":"Parallel Machine Learning Algorithms","publication_year":2023,"publication_date":"2023-01-22","ids":{"openalex":"https://openalex.org/W4319831634","doi":"https://doi.org/10.58496/mjbd/2023/002"},"language":"en","primary_location":{"id":"doi:10.58496/mjbd/2023/002","doi":"https://doi.org/10.58496/mjbd/2023/002","is_oa":true,"landing_page_url":"https://doi.org/10.58496/mjbd/2023/002","pdf_url":null,"source":{"id":"https://openalex.org/S4389158195","display_name":"Mesopotamian Journal of Big Data","issn_l":"2958-6453","issn":["2958-6453"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mesopotamian Journal of Big Data","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.58496/mjbd/2023/002","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056834510","display_name":"Saba Abdulbaqi Salman","orcid":"https://orcid.org/0000-0002-1259-8252","observed_orcids":["https://orcid.org/0000-0002-1259-8252"]},"institutions":[{"id":"https://openalex.org/I3131779051","display_name":"Iraqi University","ror":"https://ror.org/01wfhkb67","country_code":"IQ","type":"education","lineage":["https://openalex.org/I3131779051"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Saba Abdulbaqi Salman","raw_affiliation_strings":["Department of Computer, College of Education, AL-Iraqia University, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, College of Education, AL-Iraqia University, Iraq","institution_ids":["https://openalex.org/I3131779051"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045561442","display_name":"Saad Ahmed Dheyab","orcid":"https://orcid.org/0000-0003-0702-6679","observed_orcids":["https://orcid.org/0000-0003-0702-6679"]},"institutions":[{"id":"https://openalex.org/I4210119257","display_name":"University of Information Technology and Communications","ror":"https://ror.org/028h0pd91","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210119257"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Saad Ahmed Dheyab","raw_affiliation_strings":["College of Engineering University of Information Technology and Communications, Baghdad, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering University of Information Technology and Communications, Baghdad, Iraq","institution_ids":["https://openalex.org/I4210119257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036948487","display_name":"Qusay Medhat Salih","orcid":"https://orcid.org/0000-0002-8251-3277","observed_orcids":["https://orcid.org/0000-0002-8251-3277"]},"institutions":[{"id":"https://openalex.org/I3040621137","display_name":"Alsalam University College","ror":"https://ror.org/0047hkh43","country_code":"IQ","type":"education","lineage":["https://openalex.org/I3040621137"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Qusay Medhat Salih","raw_affiliation_strings":["Medical Equipment Department, Alsalam University College, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Equipment Department, Alsalam University College, Iraq","institution_ids":["https://openalex.org/I3040621137"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081100199","display_name":"Waleed A. Hammood","orcid":"https://orcid.org/0000-0003-4844-4033","observed_orcids":["https://orcid.org/0000-0003-4844-4033"]},"institutions":[{"id":"https://openalex.org/I4405253107","display_name":"Gilgamesh University","ror":"https://ror.org/00ag2p577","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4405253107"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Waleed A. Hammood","raw_affiliation_strings":["Faculty of Engineering, Gilgamesh University, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Gilgamesh University, Iraq","institution_ids":["https://openalex.org/I4405253107"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0953,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.94855372,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"2023","issue":null,"first_page":"12","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.7378000020980835,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.7378000020980835,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.08990000188350677,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.07490000128746033,"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/parallel-machine-learning","display_name":"parallel machine learning","score":0.9890000224113464},{"id":"https://openalex.org/keywords/data-parallelism","display_name":"data parallelism","score":0.9660000205039978},{"id":"https://openalex.org/keywords/model-parallelism","display_name":"model parallelism","score":1.0},{"id":"https://openalex.org/keywords/hybrid-parallelization","display_name":"hybrid parallelism","score":0.8360000252723694},{"id":"https://openalex.org/keywords/data-partitioning","display_name":"data partitioning","score":0.875},{"id":"https://openalex.org/keywords/interprocessor-communication","display_name":"interprocessor communication","score":0.7459999918937683},{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.9900000095367432},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.5630000233650208},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"distributed computing","score":0.4050000011920929}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8355992436408997},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7880181670188904},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6643416881561279},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.658401370048523},{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.6406336426734924},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5661159753799438},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5057530403137207},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4885631501674652},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3884628415107727},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.2139509618282318},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1243380606174469},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.58496/mjbd/2023/002","doi":"https://doi.org/10.58496/mjbd/2023/002","is_oa":true,"landing_page_url":"https://doi.org/10.58496/mjbd/2023/002","pdf_url":null,"source":{"id":"https://openalex.org/S4389158195","display_name":"Mesopotamian Journal of Big Data","issn_l":"2958-6453","issn":["2958-6453"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mesopotamian Journal of Big Data","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.58496/mjbd/2023/002","doi":"https://doi.org/10.58496/mjbd/2023/002","is_oa":true,"landing_page_url":"https://doi.org/10.58496/mjbd/2023/002","pdf_url":null,"source":{"id":"https://openalex.org/S4389158195","display_name":"Mesopotamian Journal of Big Data","issn_l":"2958-6453","issn":["2958-6453"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mesopotamian Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1978660892","https://openalex.org/W1984747708","https://openalex.org/W2096544401","https://openalex.org/W2488558416","https://openalex.org/W2762204677","https://openalex.org/W2919115771","https://openalex.org/W3022902978","https://openalex.org/W3039057778"],"related_works":["https://openalex.org/W2118847640","https://openalex.org/W7160298135","https://openalex.org/W4392746083","https://openalex.org/W2886825742","https://openalex.org/W2980894659","https://openalex.org/W4404249908","https://openalex.org/W4390549345","https://openalex.org/W1591040075","https://openalex.org/W866281365","https://openalex.org/W4283018917"],"abstract_inverted_index":{"To":[0],"expedite":[1],"the":[2,58,72,106,148],"learning":[3,13,68,98,135],"process,":[4],"a":[5,95,151],"group":[6],"of":[7,57,110,121,132,154],"algorithms":[8,42],"known":[9],"as":[10,31,82],"parallel":[11,78,133],"machine":[12,67,79,134],"algorithmscan":[14],"be":[15],"executed":[16],"simultaneously":[17],"on":[18,94,117],"several":[19],"computers":[20],"or":[21],"processors.":[22],"As":[23],"data":[24,39,83],"grows":[25],"in":[26,61],"both":[27],"size":[28],"andcomplexity,":[29],"and":[30,52,74,85,100,102,108,125,147],"businesses":[32,137],"seek":[33],"efficient":[34],"ways":[35],"to":[36,140],"mine":[37],"that":[38,138],"for":[40,64,136],"insights,":[41],"like":[43],"thesewill":[44],"become":[45],"increasingly":[46],"crucial.":[47],"Data":[48],"parallelism,":[49,51],"model":[50],"hybrid":[53],"techniques":[54],"are":[55],"justsome":[56],"methods":[59,92],"described":[60],"this":[62,119],"article":[63],"speeding":[65],"up":[66],"algorithms.":[69],"We":[70,87],"alsocover":[71],"benefits":[73],"threats":[75],"associated":[76],"with":[77],"learning,":[80],"such":[81],"splitting,communication,":[84],"scalability.":[86],"compare":[88],"how":[89],"well":[90],"various":[91],"perform":[93],"variety":[96],"ofmachine":[97],"tasks":[99],"datasets,":[101],"we":[103,113],"talk":[104],"about":[105],"advantages":[107],"disadvantages":[109],"thesemethods.":[111],"Finally,":[112],"offer":[114],"our":[115],"thoughts":[116],"where":[118,126],"field":[120],"study":[122],"is":[123,128,145],"headed":[124],"furtherresearch":[127],"needed.":[129],"The":[130],"importance":[131],"want":[139],"gleaninsights":[141],"from":[142],"massive":[143],"datasets":[144],"emphasised,":[146],"paper":[149],"provides":[150],"thorough":[152],"introduction":[153],"thediscipline.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":6}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-02-11T00:00:00"}
