{"id":"https://openalex.org/W2809353976","doi":"https://doi.org/10.1007/978-3-319-94301-5_16","title":"On Scalability of Distributed Machine Learning with Big Data on Apache Spark","display_name":"On Scalability of Distributed Machine Learning with Big Data on Apache Spark","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2809353976","doi":"https://doi.org/10.1007/978-3-319-94301-5_16","mag":"2809353976"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-94301-5_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-94301-5_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"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/A5000902763","display_name":"Ameen Abdel Hai","orcid":"https://orcid.org/0000-0001-5173-5291"},"institutions":[{"id":"https://openalex.org/I51077184","display_name":"Saint Joseph's University","ror":"https://ror.org/05q87sg56","country_code":"US","type":"education","lineage":["https://openalex.org/I51077184"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ameen Abdel Hai","raw_affiliation_strings":["Department of Computer Science, Saint Joseph\u2019s University, Philadelphia, PA, 19131, USA","Department of Computer Science, Saint Joseph's University, Philadelphia, PA, 19131, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Saint Joseph\u2019s University, Philadelphia, PA, 19131, USA","institution_ids":["https://openalex.org/I51077184"]},{"raw_affiliation_string":"Department of Computer Science, Saint Joseph's University, Philadelphia, PA, 19131, USA","institution_ids":["https://openalex.org/I51077184"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091806848","display_name":"Babak Forouraghi","orcid":"https://orcid.org/0000-0003-4704-3983"},"institutions":[{"id":"https://openalex.org/I51077184","display_name":"Saint Joseph's University","ror":"https://ror.org/05q87sg56","country_code":"US","type":"education","lineage":["https://openalex.org/I51077184"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Babak Forouraghi","raw_affiliation_strings":["Department of Computer Science, Saint Joseph\u2019s University, Philadelphia, PA, 19131, USA","Department of Computer Science, Saint Joseph's University, Philadelphia, PA, 19131, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Saint Joseph\u2019s University, Philadelphia, PA, 19131, USA","institution_ids":["https://openalex.org/I51077184"]},{"raw_affiliation_string":"Department of Computer Science, Saint Joseph's University, Philadelphia, PA, 19131, USA","institution_ids":["https://openalex.org/I51077184"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5000902763","https://openalex.org/A5091806848"],"corresponding_institution_ids":["https://openalex.org/I51077184"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.2264,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.5041256,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"209","last_page":"219"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9973000288009644,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9973000288009644,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9904999732971191,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9735000133514404,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8775829076766968},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.7981743216514587},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.765419065952301},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7280977964401245},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6849925518035889},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6149654388427734},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5456042289733887},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5332298874855042},{"id":"https://openalex.org/keywords/petabyte","display_name":"Petabyte","score":0.4557378888130188},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4464428722858429},{"id":"https://openalex.org/keywords/table","display_name":"Table (database)","score":0.4244280755519867},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36732393503189087},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3185625672340393},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.29918938875198364},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2957790791988373}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8775829076766968},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.7981743216514587},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.765419065952301},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7280977964401245},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6849925518035889},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6149654388427734},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5456042289733887},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5332298874855042},{"id":"https://openalex.org/C13600138","wikidata":"https://www.wikidata.org/wiki/Q8799","display_name":"Petabyte","level":3,"score":0.4557378888130188},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4464428722858429},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.4244280755519867},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36732393503189087},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3185625672340393},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.29918938875198364},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2957790791988373},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-94301-5_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-94301-5_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1599730737","https://openalex.org/W2096123080","https://openalex.org/W2248601410","https://openalex.org/W2303326261","https://openalex.org/W2342403903","https://openalex.org/W2515710690","https://openalex.org/W2538674442","https://openalex.org/W2579583823","https://openalex.org/W2588711112","https://openalex.org/W2773487770","https://openalex.org/W2783812977","https://openalex.org/W2963898694","https://openalex.org/W4205318208","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2936171637","https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W1586214342","https://openalex.org/W3091344841","https://openalex.org/W4388692845","https://openalex.org/W3202731209","https://openalex.org/W3211874991","https://openalex.org/W2260589296","https://openalex.org/W4308507533"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}
