{"id":"https://openalex.org/W4200077820","doi":"https://doi.org/10.3233/jifs-219262","title":"Deep active reinforcement learning for privacy preserve data mining in 5G environments","display_name":"Deep active reinforcement learning for privacy preserve data mining in 5G environments","publication_year":2021,"publication_date":"2021-12-21","ids":{"openalex":"https://openalex.org/W4200077820","doi":"https://doi.org/10.3233/jifs-219262"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-219262","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-219262","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5091198094","display_name":"Usman Ahmed","orcid":"https://orcid.org/0000-0002-3933-4273"},"institutions":[{"id":"https://openalex.org/I179863766","display_name":"Western Norway University of Applied Sciences","ror":"https://ror.org/05phns765","country_code":"NO","type":"education","lineage":["https://openalex.org/I179863766"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Usman Ahmed","raw_affiliation_strings":["Department of Computer Science, Electronic Engineering and Mathematical Science Western Norway University of Applied Sciences, Bergen, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Electronic Engineering and Mathematical Science Western Norway University of Applied Sciences, Bergen, Norway","institution_ids":["https://openalex.org/I179863766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000640263","display_name":"Jerry Chun\u2010Wei Lin","orcid":"https://orcid.org/0000-0001-8768-9709"},"institutions":[{"id":"https://openalex.org/I179863766","display_name":"Western Norway University of Applied Sciences","ror":"https://ror.org/05phns765","country_code":"NO","type":"education","lineage":["https://openalex.org/I179863766"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Jerry Chun-Wei Lin","raw_affiliation_strings":["Department of Computer Science, Electronic Engineering and Mathematical Science Western Norway University of Applied Sciences, Bergen, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Electronic Engineering and Mathematical Science Western Norway University of Applied Sciences, Bergen, Norway","institution_ids":["https://openalex.org/I179863766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041541232","display_name":"Gautam Srivastava","orcid":"https://orcid.org/0000-0001-9851-4103"},"institutions":[{"id":"https://openalex.org/I48890080","display_name":"Brandon University","ror":"https://ror.org/02qp25a50","country_code":"CA","type":"education","lineage":["https://openalex.org/I48890080"]},{"id":"https://openalex.org/I184693016","display_name":"China Medical University","ror":"https://ror.org/00v408z34","country_code":"TW","type":"education","lineage":["https://openalex.org/I184693016"]}],"countries":["CA","TW"],"is_corresponding":false,"raw_author_name":"Gautam Srivastava","raw_affiliation_strings":["Department of Mathematics &amp; Computer Science, Brandon University, Brandon, Canada","Research Centre for Interneural Computing, China Medical University, Taiwan","Department of Mathematics & Computer Science, Brandon University, Brandon, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics &amp; Computer Science, Brandon University, Brandon, Canada","institution_ids":["https://openalex.org/I48890080"]},{"raw_affiliation_string":"Research Centre for Interneural Computing, China Medical University, Taiwan","institution_ids":["https://openalex.org/I184693016"]},{"raw_affiliation_string":"Department of Mathematics & Computer Science, Brandon University, Brandon, Canada","institution_ids":["https://openalex.org/I48890080"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045543936","display_name":"Hsing\u2010Chung Chen","orcid":"https://orcid.org/0000-0002-5266-9975"},"institutions":[{"id":"https://openalex.org/I143578492","display_name":"Asia University","ror":"https://ror.org/038a1tp19","country_code":"TW","type":"education","lineage":["https://openalex.org/I143578492"]},{"id":"https://openalex.org/I184693016","display_name":"China Medical University","ror":"https://ror.org/00v408z34","country_code":"TW","type":"education","lineage":["https://openalex.org/I184693016"]},{"id":"https://openalex.org/I4210126829","display_name":"China Medical University Hospital","ror":"https://ror.org/0368s4g32","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210126829"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsing-Chung Chen","raw_affiliation_strings":["Department of Computer Science &amp; Information Engineering, Asia University, Taiwan","Department of Medical Research, China Medical University Hospital, China Medical University Taichung, Taiwan","Department of Computer Science & Information Engineering, Asia University, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science &amp; Information Engineering, Asia University, Taiwan","institution_ids":["https://openalex.org/I143578492"]},{"raw_affiliation_string":"Department of Medical Research, China Medical University Hospital, China Medical University Taichung, Taiwan","institution_ids":["https://openalex.org/I4210126829","https://openalex.org/I184693016"]},{"raw_affiliation_string":"Department of Computer Science & Information Engineering, Asia University, Taiwan","institution_ids":["https://openalex.org/I143578492"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5000640263"],"corresponding_institution_ids":["https://openalex.org/I179863766"],"apc_list":null,"apc_paid":null,"fwci":0.136,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.57224467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"42","issue":"5","first_page":"4751","last_page":"4758"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9918000102043152,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9819999933242798,"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":0.831867516040802},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.6231775879859924},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.5756432414054871},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5632160902023315},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5461621284484863},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5434998273849487},{"id":"https://openalex.org/keywords/transaction-data","display_name":"Transaction data","score":0.4789298474788666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45846614241600037},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4569677412509918},{"id":"https://openalex.org/keywords/information-sensitivity","display_name":"Information sensitivity","score":0.42125070095062256},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.2773120403289795},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08635443449020386},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.08451050519943237}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.831867516040802},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.6231775879859924},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.5756432414054871},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5632160902023315},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5461621284484863},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5434998273849487},{"id":"https://openalex.org/C127722929","wikidata":"https://www.wikidata.org/wiki/Q7833714","display_name":"Transaction data","level":3,"score":0.4789298474788666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45846614241600037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4569677412509918},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.42125070095062256},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.2773120403289795},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08635443449020386},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.08451050519943237},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-219262","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-219262","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1528076390","https://openalex.org/W1873763122","https://openalex.org/W1963525473","https://openalex.org/W2010995353","https://openalex.org/W2062520116","https://openalex.org/W2115074748","https://openalex.org/W2145747124","https://openalex.org/W2289857376","https://openalex.org/W2335044055","https://openalex.org/W2497795595","https://openalex.org/W2786348607","https://openalex.org/W2968746919","https://openalex.org/W3114758949"],"related_works":["https://openalex.org/W4319083788","https://openalex.org/W3022038857","https://openalex.org/W3093454656","https://openalex.org/W4252617674","https://openalex.org/W2565935922","https://openalex.org/W4296990061","https://openalex.org/W4319301673","https://openalex.org/W1591203789","https://openalex.org/W2982556685","https://openalex.org/W2534292835"],"abstract_inverted_index":{"Frequent":[0],"pattern":[1,24],"mining":[2,25,38,66],"(FIM)":[3],"identifies":[4],"the":[5,15,29,86,144,151,157,163,182,190],"most":[6],"important":[7,46],"patterns":[8],"in":[9,89,136],"data":[10,34,37,65,129,179],"sets.":[11],"However,":[12],"due":[13],"to":[14,84,99,115,188],"huge":[16],"and":[17,33,102,132,149,169,186,198],"high-dimensional":[18,127],"nature":[19],"of":[20,31,70,80,153,159,165],"transactional":[21,128],"data,":[22],"classical":[23],"techniques":[26],"suffer":[27],"from":[28],"limitations":[30],"dimensions":[32],"annotations.":[35],"Recently,":[36],"while":[39],"preserving":[40],"privacy":[41,50],"is":[42,51],"considered":[43,57],"as":[44],"an":[45,112,170],"research":[47],"area.":[48],"Information":[49],"a":[52,137,166],"tradeoff":[53],"that":[54,72,143],"must":[55],"be":[56],"when":[58],"using":[59,126],"data.":[60],"Through":[61],"many":[62],"years,":[63],"privacy-preserving":[64],"(PPDM)":[67],"made":[68],"use":[69,164],"methods":[71,135],"are":[73,123],"mostly":[74],"based":[75],"on":[76],"heuristics.":[77],"The":[78,120,140,174,193],"operation":[79],"deletion":[81],"was":[82],"used":[83,95],"hide":[85,117,189],"sensitive":[87,103,118,184],"information":[88],"PPDM.":[90],"In":[91],"this":[92],"study,":[93],"we":[94],"deep":[96],"active":[97,109,133],"learning":[98,110,134],"protect":[100],"private":[101],"information.":[104],"This":[105],"paper":[106],"combines":[107],"entropy-based":[108],"with":[111,130],"attention-based":[113,131],"approach":[114],"effectively":[116],"patterns.":[119],"constructed":[121],"models":[122],"then":[124],"validated":[125],"reinforcement":[138],"environment.":[139],"results":[141],"show":[142],"proposed":[145,175],"model":[146,194],"can":[147,177],"support":[148],"improve":[150],"effectiveness":[152],"decision-making":[154],"by":[155,181],"increasing":[156],"number":[158],"training":[160],"instances":[161],"through":[162],"pooling":[167],"technique":[168],"entropy":[171],"uncertainty":[172],"measure.":[173],"paradigm":[176],"achieve":[178],"sanitization":[180],"hiding":[183],"items":[185],"avoiding":[187],"non-sensitive":[191],"items.":[192],"outperforms":[195],"greedy,":[196],"genetic,":[197],"particle":[199],"swarm":[200],"optimization":[201],"approaches.":[202]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
