Generator-Recognizer Networks: A Unified Approach to Probabilistic Databases

被引:0
|
作者
Chen, Ruiwen [1 ]
Mao, Yongyi [1 ]
Kiringa, Iluju [1 ]
机构
[1] Univ Ottawa, SITE, Ottawa, ON K1N 6N5, Canada
关键词
D O I
10.1109/ICDE.2010.5447925
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Under the tuple-level uncertainty paradigm, we introduce a novel graphical model, Generator-Recognizer Network (GRN), as a model for probabilistic databases. The GRN modeling framework extends existing graphical models of probabilistic databases and is capable of representing a much wider range of dependence structures.
引用
收藏
页码:169 / 172
页数:4
相关论文
共 50 条
  • [21] Unified Approach to Gated Reactions on Networks
    Scher, Yuval
    Reuveni, Shlomi
    [J]. PHYSICAL REVIEW LETTERS, 2021, 127 (01)
  • [22] A Probabilistic Approach to Observability of Distribution Networks
    Brinkmann, Bernd
    Negnevitsky, Michael
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2017, 32 (02) : 1169 - 1178
  • [23] A SEMIQUALITATIVE APPROACH TO REASONING IN PROBABILISTIC NETWORKS
    PARSONS, S
    DOHNAL, M
    [J]. APPLIED ARTIFICIAL INTELLIGENCE, 1993, 7 (03) : 223 - 235
  • [24] A Unified Approach to Semantic Information and Communication Based on Probabilistic Logic
    Choi, Jinho
    Loke, Seng W. W.
    Park, Jihong
    [J]. IEEE ACCESS, 2022, 10 : 129806 - 129822
  • [25] A Unified Probabilistic Approach Modeling Relationships between Attributes and Objects
    Wang, Xiaoyang
    Ji, Qiang
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, : 2120 - 2127
  • [26] A unified probabilistic approach for modeling trajectory-based separations
    Wei, J
    Realff, MJ
    [J]. AICHE JOURNAL, 2005, 51 (09) : 2507 - 2520
  • [27] A Unified View on Semantic Information and Communication: A Probabilistic Logic Approach
    Choi, Jinho
    Loke, Seng W.
    Park, Jihong
    [J]. 2022 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (ICC WORKSHOPS), 2022, : 705 - 710
  • [28] Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning
    Meneghetti, Niccolo
    Kennedy, Oliver
    Gatterbauer, Wolfgang
    [J]. SIGMOD'17: PROCEEDINGS OF THE 2017 ACM INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2017, : 573 - 586
  • [29] ON A UNIFIED SYNTHESIZING APPROACH FOR CELLULAR NEURAL NETWORKS
    HO, CY
    MORI, S
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1994, E77D (04) : 433 - 442
  • [30] A UNIFIED APPROACH TO THE CONDITIONAL DIAGNOSABILITY OF INTERCONNECTION NETWORKS
    Cheng, Eddie
    Liptak, Laszlo
    Qiu, Ke
    Shen, Zhizhang
    [J]. JOURNAL OF INTERCONNECTION NETWORKS, 2012, 13 (3-4)