Synthetic Data: A Look Back and A Look Forward

被引:0
|
作者
Reiter, Jerome P. [1 ]
机构
[1] Duke Univ, Box 90251, Durham, NC 27708 USA
关键词
disclosure; imputation; privacy; risk; verification; IDENTIFICATION DISCLOSURE RISKS; PRIVATE DATA SYNTHESIS; PUBLIC USE MICRODATA; DIFFERENTIAL PRIVACY; MULTIPLE IMPUTATION; VERIFICATION; CONFIDENTIALITY; GENERATION; QUALITY; UTILITY;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
When initially proposed, synthetic data for disclosure control was generally dismissed as unlikely to be implemented in practice. Thirty years later, synthetic data are becoming a staple of the disclosure limitation toolkit. We now see synthetic public use files for several major data products with more on the way. In this article, I review the progression of synthetic data, describe some unresolved challenges, and speculate on its future.
引用
收藏
页码:15 / 24
页数:10
相关论文
共 50 条
  • [1] A LOOK BACK AND A LOOK FORWARD
    McDonald, Joseph C.
    [J]. RADIATION PROTECTION DOSIMETRY, 2012, 148 (03) : 275 - 276
  • [2] A LOOK BACK AND A LOOK FORWARD
    LEWIS, CH
    [J]. JOURNAL OF SPACECRAFT AND ROCKETS, 1991, 28 (01) : 1 - 1
  • [3] A look forward and a look back
    Tucker, Judith E.
    [J]. INTERNATIONAL JOURNAL OF MIDDLE EAST STUDIES, 2008, 40 (01) : 1 - 2
  • [4] A Look Back; A Look Forward
    Hunt, Kathy
    Alessi, Ann Marie
    [J]. JOURNAL OF NUCLEAR MEDICINE TECHNOLOGY, 2011, 39 (02) : 8A - 10A
  • [5] A LOOK BACK, A LOOK FORWARD
    JACOBSON, JJ
    [J]. ORAL SURGERY ORAL MEDICINE ORAL PATHOLOGY ORAL RADIOLOGY AND ENDODONTICS, 1995, 79 (03): : 263 - 263
  • [6] Look Back to Look Forward
    Schoonmaker, David
    [J]. AMERICAN SCIENTIST, 2009, 97 (01) : 2 - 2
  • [7] A Look Back, a Look Forward
    Fahey, Frederic H.
    [J]. JOURNAL OF NUCLEAR MEDICINE, 2012, 53 (12) : 15N - 15N
  • [8] Time to Look Back and to Look Forward
    Nair, K. Sreekumaran
    Abel, E. Dale
    Adler, Sharon G.
    Dyck, Peter J.
    Gardner, Thomas W.
    Haskins, Kathryn M.
    Hotamisligil, Goekhan
    Jensen, Michael D.
    Krook, Anna
    Mandarino, Lawrence J.
    Mitchell, Braxton D.
    Pessin, Jeffrey E.
    Sowers, James R.
    Sussel, Lori
    Wareham, Nick
    Vella, Adrian
    [J]. DIABETES, 2014, 63 (04) : 1169 - 1170
  • [9] Rhytidectomy - A look back and a look forward
    Baker, TJ
    [J]. ANNALS OF PLASTIC SURGERY, 2005, 55 (06) : 565 - 570
  • [10] IJRR: A look back and a look forward
    Bicchi, Antonio
    [J]. International Journal of Robotics Research, 2023, 42 (06): : 313 - 314