Article(id=1242138061266563314, tenantId=1146029695717560320, journalId=1146031591421210625, issueId=1242138028983005327, articleNumber=null, orderNo=11, doi=10.3981/j.issn.1000-7857.2020.03.008, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1570896000000, receivedDateStr=2019-10-13, revisedDate=1577635200000, revisedDateStr=2019-12-30, acceptedDate=null, acceptedDateStr=null, onlineDate=1585714926537, onlineDateStr=2020-04-01, pubDate=1581523200000, pubDateStr=2020-02-13, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1585714926537, onlineIssueDateStr=2020-04-01, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1774078391611, creator=sys-migrate, updateTime=1774078391611, updator=sys-migrate, issue=Issue{id=1242138028983005327, tenantId=1146029695717560320, journalId=1146031591421210625, year='2020', volume='38', issue='3', pageStart='1', pageEnd='216', issueExtLink='null', onlineDate='null', pubDate='1581523200000', pubDateStr='2020-02-13', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=3, issueType=-1, specialIssue=null, createTime=1774078383914, creator='sys-migrate', updateTime=1774078383914, updator='sys-migrate', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=115, endPage=122, ext={EN=ArticleExt(id=1242138068505932049, articleId=1242138061266563314, tenantId=1146029695717560320, journalId=1146031591421210625, language=EN, title=Data desensitization meets big data and artificial intelligence: Some food for thought, columnId=1242138034179747997, journalTitle=Science & Technology Review, columnName=Exclusive: Big data strategy, runingTitle=null, highlight=null, articleAbstract=How to avoid the privacy and information leakage in the massive data is a widespread concern in the field of the big data and the information security. The data desensitization technology is one of the important means to solve this problem. In recent years, with the rapid development of the artificial intelligence technology driven by the big data and the high-performance computing, a large number of innovative methods were proposed, with many challenges to the existing data desensitization methods. This paper reviews the current situation of the big data and intelligent technology development, and the data desensitization technology, as well as the future development trends of the data desensitization technology., authors=WANG Hongkai1, GONG Xiaogang1, YE Wei1, CHEN Chao1, MA Xinqiang2,3, YAO Jinqiang4, LIU Yong2, authorsList=WANG Hongkai, GONG Xiaogang, YE Wei, CHEN Chao, MA Xinqiang, YAO Jinqiang, LIU Yong, authorCompany=1. State Grid Zhejiang Electric Power Company's Information Communication Company, Hangzhou 310027, China;
2. Institute of Cyber-Systems and Control, Zhejiang University, Hangzhou 310027, China;
3. School of Artificial Intelligence, Chongqing University of Arts and Sciences, Chongqing 402160, China;
4. Zhejiang Communications Group Inspection Technology Co., Ltd., Hangzhou 310030, China, correspAuthors=null, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=9Wfd27Cn4veAP1H73hZmyw==, pdfFileSize=3192145, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1242138067339915529, articleId=1242138061266563314, tenantId=1146029695717560320, journalId=1146031591421210625, language=CN, title=大数据智能下数据脱敏的思考, columnId=1242138033248612506, journalTitle=科技导报, columnName=专题:大数据战略, runingTitle=null, highlight=null, articleAbstract=随着人工智能技术在大数据与高性能计算的推动下飞速发展,涌现出大量创新性的方法,对现有的数据安全与脱敏方法带来了诸多挑战。从当今大数据与智能技术发展的现状入手,讨论了数据脱敏技术的内涵、工作流程、系统机制、典型脱敏案例,展望了未来数据脱敏技术的发展趋势,从技术、需求和法治、管理机制方面提出了一些数据脱敏的建议。, authors=王红凯1, 龚小刚1, 叶卫1, 陈超1, 马新强2,3, 姚进强4, 刘勇2, authorsList=王红凯, 龚小刚, 叶卫, 陈超, 马新强, 姚进强, 刘勇, authorCompany=1. 国网浙江省电力有限公司信息通信分公司, 杭州 310027;
2. 浙江大学智能系统与控制研究所, 杭州 310027;
3. 重庆文理学院人工智能学院, 重庆 402160;
4. 浙江省交通集团检测科技有限公司, 杭州 310030, correspAuthors=null, authorNote=王红凯,高级工程师,研究方向为网络与信息安全,电子信箱:whkzju@163.com, correspAuthorsNote=马新强(通信作者),教授,研究方向为大数据智能化与信息安全,电子信箱:xinqma@zju.edu.cn;刘勇(共同通信作者),教授,研究方向为大数据、人工智能与信息安全,电子信箱:yongliu@iipc.zju.edu.cn, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=spmy8UVNSX94WQzwyKv6YQ==, pdfFileSize=3192145, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=浙江大学工业控制技术国家重点实验室开放课题(ICT170330,ICT1800413,ICT1900358);广东省重点领域研发计划项目(2019B010120001);重庆市发改委重大产业技术研发项目(2018148208);浙江省重点研发计划项目(2019C01004))}, authors=null, keywords=[Keyword(id=1242138066492662381, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=CN, orderNo=1, keyword=大数据), Keyword(id=1242138066576548463, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=CN, orderNo=1, keyword=人工智能), Keyword(id=1242138066660438276, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=CN, orderNo=1, keyword=数据脱敏), Keyword(id=1242138066727543409, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=CN, orderNo=1, keyword=信息安全), Keyword(id=1242138068086501645, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=EN, orderNo=1, keyword=big data), Keyword(id=1242138068166193422, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=EN, orderNo=1, keyword=AI), Keyword(id=1242138068241690895, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=EN, orderNo=1, keyword=data desensitization), Keyword(id=1242138068325576976, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242138061266563314, language=EN, orderNo=1, keyword=information security)], refs=null, funds=null, companyList=null, figs=null, attaches=null, journal=Journal(id=1125356956822126595, delFlag=0, nameCn=科技导报, nameEn=Science & Technology Review, nameHistory1=null, nameHistory2=null, issn=1000-7857, eissn=, cn=11-1421/N, coden=null, periodic=3, language=CN, oaType=0, ccby=null, superviseOffice=null, ownerOffice=null, pubOffice=null, editorOffice=null, officeType=null, aims=null, clcCode=null, officeProv=null, officeCity=null, officeAddr=null, officeZip=null, officeEmail=null, officePhone=null, editDirector=null, officeDirector=null, officeDirectorPhone=null, officeStaffNum=null, officeEmpNum=null, coverPicUrl=wfghvu3bhh/dKxuZ+ucVHA==, journalPrice=null, startedYear=null, abbrevIsoEn=Sci Technol Rev, journalRemark=null, publicationField=null, createdTime=null, updatedTime=1774230116083, createdBy=null, updatedBy=13041195026, firstLetterCn=S, firstLetterEn=S, subjectCode=Natural Sciences, subjectName=自然科学, subjectCodeEn=Natural Sciences, subjectNameEn=null, picCn=wfghvu3bhh/dKxuZ+ucVHA==, picEn=yjSfclmpNm7ihn9NbTZ69g==, jcr=null, cjcr=null, exts=[JournalExt(id=1242774439910290156, language=CN, name=科技导报, nameHistory1=null, nameHistory2=null, managedBy=中国科学技术协会, sponsoredBy=中国科学技术协会, publishedBy=科技导报社, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.kjdb.org/CN/home, createdTime=1774230116107, updatedTime=1774230116107, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=http://www.kjdb.org/CN/column/column7.shtml, submissionAuthorUrl=https://kjdbauthor.cast.org.cn/webm, submissionEditorUrl=https://kjdbeditor.cast.org.cn/webm/, submissionReviewUrl=https://kjdbauthor.cast.org.cn/webm, submissionCeEditorUrl=https://kjdbeditor.cast.org.cn/webm/, submissionAeEditorUrl=https://kjdbeditor.cast.org.cn/webm/, option={"copyright":""}), JournalExt(id=1242774439960621805, language=EN, name=Science & Technology Review, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.kjdb.org/EN/home, createdTime=1774230116119, updatedTime=1774230116119, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=http://www.kjdb.org/EN/column/column7.shtml, submissionAuthorUrl=https://kjdbauthor.manuscriptcloud.com/login, submissionEditorUrl=https://kjdbeditor.manuscriptcloud.com/login, submissionReviewUrl=https://kjdbauthor.manuscriptcloud.com/login, submissionCeEditorUrl=https://kjdbeditor.manuscriptcloud.com/login, submissionAeEditorUrl=https://kjdbeditor.manuscriptcloud.com/login, option={"copyright":""})], databaseList=null, tenantJournalId=1146031591421210625, websiteList=[Website(id=1146104741081231361, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146031591421210625, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/kjdb/CN, language=CN, createTime=1751182263881, createBy=18614031015, updateTime=1751778001962, updateBy=18614031015, name=科技导报, tplId=1146099689490845704, title=科技导报, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1148021146403992296, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=articleTextType, value=kx, createTime=1751639170504, updateTime=1751639170504, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146378826469, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=banner, value=null, createTime=1751639170498, updateTime=1751639170498, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146366243556, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic?fileId=9GHSf7eGlIPH0Tv/OOdstA==, createTime=1751639170495, updateTime=1751639170495, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146395603687, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic, createTime=1751639170502, updateTime=1751639170502, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146387215078, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1751639170500, updateTime=1751639170500, creator=18614031015, updator=18614031015)]), Website(id=1146105254833139715, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146031591421210625, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/kjdb/EN, language=EN, createTime=1751182386363, createBy=18614031015, updateTime=1753500121937, updateBy=18614031015, name=科技导报, tplId=1146101810881728533, title=Science & Technology Review, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1155838567709528217, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=articleTextType, value=kx, createTime=1753502988984, updateTime=1753502988984, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567692750998, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=banner, value=null, createTime=1753502988980, updateTime=1753502988980, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567688556693, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/EN/file/pic?fileId=9GHSf7eGlIPH0Tv/OOdstA==, createTime=1753502988979, updateTime=1753502988979, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567705333912, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/EN/file/pic, createTime=1753502988983, updateTime=1753502988983, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567701139607, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_en_623/, createTime=1753502988982, updateTime=1753502988982, creator=18614031015, updator=18614031015)])], journalTitle=科技导报, weixinUrl=null, journalUrl=null, iacademicId=null, status=1, seqNo=null, journalTitleEn=Science & Technology Review, journalPhotoCn=wfghvu3bhh/dKxuZ+ucVHA==, journalPhotoEn=yjSfclmpNm7ihn9NbTZ69g==, journalFirstLetter=S, journalRecommend=null, journalNew=null, journalCollection=1, jcrJf=null, cjcrJf=0.91, jcrJfStr=null, cjcrJfStr=null, submissionFirstDecision=null, sciSubjectClassification=null, casSubjectClassification=null, citeScore=null, totalCitationFrequency=null, icpCode=null, psCode=null, advertisingLicenseCode=null, copyrightInformation=null, country=null, option=, provinceCode=null, provinceName=null, collectFlag=false, interPubPlatform=null, interPubPlatformUrl=null), detailUrlCn=https://castjournals.cast.org.cn/joweb/kjdb/CN/10.3981/j.issn.1000-7857.2020.03.008, detailUrlEn=https://castjournals.cast.org.cn/joweb/kjdb/EN/10.3981/j.issn.1000-7857.2020.03.008, pdfUrlCn=https://castjournals.cast.org.cn/joweb/kjdb/CN/PDF/10.3981/j.issn.1000-7857.2020.03.008, pdfUrlEn=https://castjournals.cast.org.cn/joweb/kjdb/EN/PDF/10.3981/j.issn.1000-7857.2020.03.008, aliStartDate=null, aliEndDate=null, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1581523200000, fullTextJson=null, articleText=null, reference=null)
收藏切换
大数据智能下数据脱敏的思考
收藏切换
PDF下载
科技导报 | 专题:大数据战略 2020,38(3): 115-122
收起
收藏切换
科技导报 | 专题:大数据战略 2020, 38(3): 115-122
大数据智能下数据脱敏的思考
全屏
王红凯1, 龚小刚1, 叶卫1, 陈超1, 马新强2,3, 姚进强4, 刘勇2
作者信息
    1. 国网浙江省电力有限公司信息通信分公司, 杭州 310027;
    2. 浙江大学智能系统与控制研究所, 杭州 310027;
    3. 重庆文理学院人工智能学院, 重庆 402160;
    4. 浙江省交通集团检测科技有限公司, 杭州 310030

通讯作者:

马新强(通信作者),教授,研究方向为大数据智能化与信息安全,电子信箱:xinqma@zju.edu.cn;刘勇(共同通信作者),教授,研究方向为大数据、人工智能与信息安全,电子信箱:yongliu@iipc.zju.edu.cn
Data desensitization meets big data and artificial intelligence: Some food for thought
Affiliations
出版时间: 2020-02-13 doi: 10.3981/j.issn.1000-7857.2020.03.008
文章导航
收藏切换
随着人工智能技术在大数据与高性能计算的推动下飞速发展,涌现出大量创新性的方法,对现有的数据安全与脱敏方法带来了诸多挑战。从当今大数据与智能技术发展的现状入手,讨论了数据脱敏技术的内涵、工作流程、系统机制、典型脱敏案例,展望了未来数据脱敏技术的发展趋势,从技术、需求和法治、管理机制方面提出了一些数据脱敏的建议。
大数据  /  人工智能  /  数据脱敏  /  信息安全
How to avoid the privacy and information leakage in the massive data is a widespread concern in the field of the big data and the information security. The data desensitization technology is one of the important means to solve this problem. In recent years, with the rapid development of the artificial intelligence technology driven by the big data and the high-performance computing, a large number of innovative methods were proposed, with many challenges to the existing data desensitization methods. This paper reviews the current situation of the big data and intelligent technology development, and the data desensitization technology, as well as the future development trends of the data desensitization technology.
big data  /  AI  /  data desensitization  /  information security
王红凯, 龚小刚, 叶卫, 陈超, 马新强, 姚进强, 刘勇. 大数据智能下数据脱敏的思考. 科技导报, 2020 , 38 (3) : 115 -122 . DOI: 10.3981/j.issn.1000-7857.2020.03.008
WANG Hongkai, GONG Xiaogang, YE Wei, CHEN Chao, MA Xinqiang, YAO Jinqiang, LIU Yong. Data desensitization meets big data and artificial intelligence: Some food for thought[J]. Science & Technology Review, 2020 , 38 (3) : 115 -122 . DOI: 10.3981/j.issn.1000-7857.2020.03.008
2020年第38卷第3期
PDF下载
475
38
引用本文
BibTeX
文章信息
doi: 10.3981/j.issn.1000-7857.2020.03.008
  • 接收时间:2019-10-13
  • 首发时间:2020-04-01
  • 出版时间:2020-02-13
补充材料
相关文章
文章信息
作者
出版历史
  • 收稿日期:2019-10-13
  • 修回日期:2019-12-30
基金
作者信息

通讯作者:

马新强(通信作者),教授,研究方向为大数据智能化与信息安全,电子信箱:xinqma@zju.edu.cn;刘勇(共同通信作者),教授,研究方向为大数据、人工智能与信息安全,电子信箱:yongliu@iipc.zju.edu.cn
参考文献
分享链接
https://castjournals.cast.org.cn/joweb/kjdb/CN/10.3981/j.issn.1000-7857.2020.03.008
分享至
全文二维码

扫描看全文

引用本文
BibTeX
本文的引用情况
2种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
关闭全屏