{"id":"https://openalex.org/W2945028222","doi":"https://doi.org/10.1145/3318299.3318389","title":"Feature Based Data Anonymization with Slicing Method for Data Publishing","display_name":"Feature Based Data Anonymization with Slicing Method for Data Publishing","publication_year":2019,"publication_date":"2019-02-22","ids":{"openalex":"https://openalex.org/W2945028222","doi":"https://doi.org/10.1145/3318299.3318389","mag":"2945028222"},"language":"en","primary_location":{"id":"doi:10.1145/3318299.3318389","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3318299.3318389","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 11th International Conference on Machine Learning and Computing","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/A5005576331","display_name":"Esther Gachanga","orcid":null},"institutions":[{"id":"https://openalex.org/I118692353","display_name":"University of Science and Technology","ror":"https://ror.org/05bj7sh33","country_code":"YE","type":"education","lineage":["https://openalex.org/I118692353"]},{"id":"https://openalex.org/I26805570","display_name":"Jomo Kenyatta University of Agriculture and Technology","ror":"https://ror.org/015h5sy57","country_code":"KE","type":"education","lineage":["https://openalex.org/I26805570"]}],"countries":["KE","YE"],"is_corresponding":false,"raw_author_name":"Esther Gachanga","raw_affiliation_strings":["School of Computer Science & Information Techonology, Jomo Kenyatta University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Information Techonology, Jomo Kenyatta University of Science and Technology","institution_ids":["https://openalex.org/I26805570","https://openalex.org/I118692353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112705660","display_name":"Michael Kimwele","orcid":"https://orcid.org/0000-0003-1183-1830"},"institutions":[{"id":"https://openalex.org/I118692353","display_name":"University of Science and Technology","ror":"https://ror.org/05bj7sh33","country_code":"YE","type":"education","lineage":["https://openalex.org/I118692353"]},{"id":"https://openalex.org/I26805570","display_name":"Jomo Kenyatta University of Agriculture and Technology","ror":"https://ror.org/015h5sy57","country_code":"KE","type":"education","lineage":["https://openalex.org/I26805570"]}],"countries":["KE","YE"],"is_corresponding":false,"raw_author_name":"Michael Kimwele","raw_affiliation_strings":["School of Computer Science & Information Techonology, Jomo Kenyatta University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Information Techonology, Jomo Kenyatta University of Science and Technology","institution_ids":["https://openalex.org/I26805570","https://openalex.org/I118692353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048860507","display_name":"Lawrence Nderu","orcid":"https://orcid.org/0000-0002-2309-923X"},"institutions":[{"id":"https://openalex.org/I118692353","display_name":"University of Science and Technology","ror":"https://ror.org/05bj7sh33","country_code":"YE","type":"education","lineage":["https://openalex.org/I118692353"]},{"id":"https://openalex.org/I26805570","display_name":"Jomo Kenyatta University of Agriculture and Technology","ror":"https://ror.org/015h5sy57","country_code":"KE","type":"education","lineage":["https://openalex.org/I26805570"]}],"countries":["KE","YE"],"is_corresponding":false,"raw_author_name":"Lawrence Nderu","raw_affiliation_strings":["School of Computer Science & Information Techonology, Jomo Kenyatta University of Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Information Techonology, Jomo Kenyatta University of Science and Technology","institution_ids":["https://openalex.org/I26805570","https://openalex.org/I118692353"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4338,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70997358,"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":"274","last_page":"279"},"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":0.9957000017166138,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8183683753013611},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.7717783451080322},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.7217317223548889},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6105054020881653},{"id":"https://openalex.org/keywords/data-anonymization","display_name":"Data anonymization","score":0.594133734703064},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5910754203796387},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5199078917503357},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.5195925235748291},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.35794705152511597},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.34702372550964355},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2151608169078827}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8183683753013611},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.7717783451080322},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.7217317223548889},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6105054020881653},{"id":"https://openalex.org/C2776945810","wikidata":"https://www.wikidata.org/wiki/Q17006654","display_name":"Data anonymization","level":3,"score":0.594133734703064},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5910754203796387},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5199078917503357},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.5195925235748291},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.35794705152511597},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.34702372550964355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2151608169078827},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3318299.3318389","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3318299.3318389","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 11th International Conference on Machine Learning and 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":32,"referenced_works":["https://openalex.org/W56293434","https://openalex.org/W2005107218","https://openalex.org/W2009331946","https://openalex.org/W2019376841","https://openalex.org/W2027902860","https://openalex.org/W2032771859","https://openalex.org/W2090325367","https://openalex.org/W2107927452","https://openalex.org/W2118944554","https://openalex.org/W2119047901","https://openalex.org/W2120582309","https://openalex.org/W2129513032","https://openalex.org/W2134167315","https://openalex.org/W2135581534","https://openalex.org/W2136114025","https://openalex.org/W2159024459","https://openalex.org/W2162105856","https://openalex.org/W2300782066","https://openalex.org/W2415367524","https://openalex.org/W2557607105","https://openalex.org/W2562724035","https://openalex.org/W2569916455","https://openalex.org/W2582825155","https://openalex.org/W2769024092","https://openalex.org/W2769823465","https://openalex.org/W2772006349","https://openalex.org/W2898832182","https://openalex.org/W2911978475","https://openalex.org/W3005805959","https://openalex.org/W3120740533","https://openalex.org/W3161957654","https://openalex.org/W4235427396"],"related_works":["https://openalex.org/W2393746923","https://openalex.org/W2306863078","https://openalex.org/W3148376640","https://openalex.org/W2500732036","https://openalex.org/W2019376841","https://openalex.org/W2978783953","https://openalex.org/W2604278997","https://openalex.org/W4387005985","https://openalex.org/W2777883117","https://openalex.org/W2086584178"],"abstract_inverted_index":{"Information":[0],"technology":[1],"has":[2],"enabled":[3],"the":[4,28,45,120,133],"collection":[5],"and":[6,18,92,135],"sharing":[7],"of":[8,11,30,44,122,137],"large":[9],"amounts":[10],"data.":[12],"This":[13,97],"data":[14,31,84,123,138],"is":[15],"highly":[16],"dimensional":[17],"contains":[19],"sensitive":[20,73],"information":[21,52,74,100],"which":[22],"needs":[23],"to":[24,40,71],"be":[25,38,60,140],"protected.":[26],"When":[27],"dimensionality":[29],"increases,":[32],"a":[33,42,83,131],"feature":[34],"selection":[35],"mechanism":[36],"can":[37,139],"used":[39,70],"determine":[41],"subset":[43],"attributes":[46,88],"that":[47,86,117],"have":[48,68],"high":[49,57,90,128],"relevance.":[50],"The":[51],"contained":[53],"in":[54,75,130],"features":[55,126],"with":[56,89,104,127],"relevance":[58,91,129],"should":[59],"preserved":[61],"as":[62,64],"much":[63],"possible.":[65],"Anonymization":[66],"techniques":[67],"been":[69],"protect":[72],"published":[76],"datasets.":[77,113],"However":[78],"anonymization":[79,103],"approaches":[80],"may":[81],"cause":[82],"distortion":[85,124],"affects":[87],"thus":[93],"affect":[94],"classification":[95],"accuracy.":[96],"work":[98],"proposes":[99],"gain":[101],"based":[102],"slicing":[105],"method.":[106],"We":[107],"conduct":[108],"experiments":[109],"on":[110],"real":[111],"life":[112],"Our":[114],"results":[115],"show":[116],"by":[118],"reducing":[119],"amount":[121],"for":[125],"dataset":[132],"privacy":[134],"quality":[136],"enhanced.":[141]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}