{"id":"https://openalex.org/W3214816803","doi":"https://doi.org/10.1145/3484945","title":"A Novel Hybrid Approach for Multi-Dimensional Data Anonymization for Apache Spark","display_name":"A Novel Hybrid Approach for Multi-Dimensional Data Anonymization for Apache Spark","publication_year":2021,"publication_date":"2021-11-23","ids":{"openalex":"https://openalex.org/W3214816803","doi":"https://doi.org/10.1145/3484945","mag":"3214816803"},"language":"en","primary_location":{"id":"doi:10.1145/3484945","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3484945","pdf_url":null,"source":{"id":"https://openalex.org/S4210174050","display_name":"ACM Transactions on Privacy and Security","issn_l":"2471-2566","issn":["2471-2566","2471-2574"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Privacy and Security","raw_type":"journal-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/A5087814995","display_name":"Sibghat Ullah Bazai","orcid":"https://orcid.org/0000-0003-3042-5977"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Sibghat Ullah Bazai","raw_affiliation_strings":["Massey University, Auckland, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massey University, Auckland, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007979944","display_name":"Julian Jang\u2010Jaccard","orcid":"https://orcid.org/0000-0002-1002-057X"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Julian Jang-Jaccard","raw_affiliation_strings":["Massey University, Auckland, New Zealand"],"raw_orcid":"https://orcid.org/0000-0002-1002-057X","affiliations":[{"raw_affiliation_string":"Massey University, Auckland, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012892246","display_name":"Hooman Alavizadeh","orcid":"https://orcid.org/0000-0002-0033-6706"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Hooman Alavizadeh","raw_affiliation_strings":["Massey University, Auckland, New Zealand"],"raw_orcid":"https://orcid.org/0000-0002-0033-6706","affiliations":[{"raw_affiliation_string":"Massey University, Auckland, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I51158804"],"apc_list":null,"apc_paid":null,"fwci":1.1699,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.83016184,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"25","issue":"1","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T10237","display_name":"Cryptography and Data Security","score":0.9994999766349792,"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/T11614","display_name":"Cloud Data Security Solutions","score":0.9955000281333923,"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":0.877205491065979},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.815441370010376},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.6529653072357178},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5236389636993408},{"id":"https://openalex.org/keywords/cache","display_name":"Cache","score":0.522162914276123},{"id":"https://openalex.org/keywords/mondrian","display_name":"Mondrian","score":0.5192378163337708},{"id":"https://openalex.org/keywords/recursion","display_name":"Recursion (computer science)","score":0.47465020418167114},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4565204977989197},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.40516209602355957},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.21494221687316895},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14081990718841553}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.877205491065979},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.815441370010376},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.6529653072357178},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5236389636993408},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.522162914276123},{"id":"https://openalex.org/C2779075496","wikidata":"https://www.wikidata.org/wiki/Q6898824","display_name":"Mondrian","level":3,"score":0.5192378163337708},{"id":"https://openalex.org/C168773036","wikidata":"https://www.wikidata.org/wiki/Q264164","display_name":"Recursion (computer science)","level":2,"score":0.47465020418167114},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4565204977989197},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.40516209602355957},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.21494221687316895},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14081990718841553},{"id":"https://openalex.org/C205783811","wikidata":"https://www.wikidata.org/wiki/Q11629","display_name":"Painting","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","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},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3484945","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3484945","pdf_url":null,"source":{"id":"https://openalex.org/S4210174050","display_name":"ACM Transactions on Privacy and Security","issn_l":"2471-2566","issn":["2471-2566","2471-2574"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Privacy and Security","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W294364160","https://openalex.org/W1885203512","https://openalex.org/W1986306817","https://openalex.org/W1990100870","https://openalex.org/W1998654583","https://openalex.org/W2004069751","https://openalex.org/W2005991660","https://openalex.org/W2059900053","https://openalex.org/W2069171221","https://openalex.org/W2071776923","https://openalex.org/W2073216087","https://openalex.org/W2134167315","https://openalex.org/W2135581534","https://openalex.org/W2162105856","https://openalex.org/W2190012392","https://openalex.org/W2221106743","https://openalex.org/W2433992225","https://openalex.org/W2492992705","https://openalex.org/W2542459869","https://openalex.org/W2549630235","https://openalex.org/W2550585696","https://openalex.org/W2588729415","https://openalex.org/W2739962708","https://openalex.org/W2741549564","https://openalex.org/W2755414129","https://openalex.org/W2782700877","https://openalex.org/W2782923814","https://openalex.org/W2785504322","https://openalex.org/W2804992248","https://openalex.org/W2809577165","https://openalex.org/W2898584327","https://openalex.org/W2947876145","https://openalex.org/W2948906765","https://openalex.org/W2950947179","https://openalex.org/W2968524638","https://openalex.org/W2980699861","https://openalex.org/W2994715471","https://openalex.org/W3048087777","https://openalex.org/W3093551604","https://openalex.org/W3135432311"],"related_works":["https://openalex.org/W2364921833","https://openalex.org/W1604898313","https://openalex.org/W1571368810","https://openalex.org/W2385146268","https://openalex.org/W2391204328","https://openalex.org/W1596201972","https://openalex.org/W2380737731","https://openalex.org/W2125347099","https://openalex.org/W2375463041","https://openalex.org/W3214816803"],"abstract_inverted_index":{"Multi-dimensional":[0],"data":[1,9,99,144],"anonymization":[2,15,25,100,145],"approaches":[3,58],"(e.g.,":[4,34,102],"Mondrian)":[5,103],"ensure":[6],"more":[7],"fine-grained":[8],"privacy":[10],"by":[11],"providing":[12],"a":[13,90,97,114],"different":[14,30],"strategy":[16,101],"applied":[17],"for":[18,64,94,141],"each":[19,127],"attribute.":[20],"Many":[21],"variations":[22],"of":[23,40,69,73],"multi-dimensional":[24,98,143],"have":[26],"been":[27],"implemented":[28],"on":[29,51],"distributed":[31,75],"processing":[32],"platforms":[33],"MapReduce,":[35],"Spark)":[36],"to":[37,47,116,126],"take":[38],"advantage":[39],"their":[41],"scalability":[42],"and":[43,70,107,121,136,174],"parallelism":[44],"supports.":[45],"According":[46],"our":[48,156],"critical":[49,140,164],"analysis":[50],"overheads,":[52],"either":[53],"existing":[54,130],"iteration-based":[55],"or":[56],"recursion-based":[57],"do":[59],"not":[60],"provide":[61],"effective":[62],"mechanisms":[63],"creating":[65],"the":[66,163],"optimal":[67,133],"number":[68],"relative":[71],"size":[72,123],"resilient":[74],"datasets":[76],"(RDDs),":[77],"thus":[78],"heavily":[79],"suffer":[80],"from":[81],"performance":[82],"overheads.":[83],"To":[84],"solve":[85],"this":[86],"issue,":[87],"we":[88],"propose":[89],"novel":[91],"hybrid":[92,111,158],"approach":[93,112,138,159],"effectively":[95],"implementing":[96],"that":[104,147],"is":[105,139],"scalable":[106],"provides":[108,113],"high-performance.":[109],"Our":[110],"mechanism":[115,154],"create":[117,148],"far":[118],"fewer":[119],"RDDs":[120],"smaller":[122],"partitions":[124],"attached":[125],"RDD":[128,134],"than":[129],"approaches.":[131],"This":[132],"creation":[135],"operations":[137],"many":[142],"applications":[146],"tremendous":[149],"execution":[150],"complexity.":[151],"The":[152],"new":[153],"in":[155,167],"proposed":[157],"can":[160],"dramatically":[161],"reduce":[162],"overheads":[165],"involved":[166],"re-computation":[168],"cost,":[169],"shuffle":[170],"operations,":[171],"message":[172],"exchange,":[173],"cache":[175],"management.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
