Approximate inference algorithms for two-layer Bayesian networks

被引：0

作者：

Ng, AY ^{[1
]}

Jordan, MI ^{[1
]}

机构：

[1] Univ Calif Berkeley, Div Comp Sci, Berkeley, CA 94720 USA

来源：

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 12 | 2000年 / 12卷

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We present a class of approximate inference algorithms for graphical models of the QMR-DT type. We give convergence rates for these algorithms and for the Jaakkola and Jordan (1999) algorithm, and verify these theoretical predictions empirically. We also present empirical results on the difficult QMR-DT network problem, obtaining performance of the new algorithms roughly comparable to the Jaakkola and Jordan algorithm.

引用

下载

页码：533 / 539

页数：7

共 50 条

[21] Approximate Bayesian Inference
Alquier, Pierre
ENTROPY, 2020, 22 (11)
[22] Performance and statistical analysis of two-layer MPEG coding algorithms for ATM networks
Khademi, M
Paoloni, FJ
IEE PROCEEDINGS-COMMUNICATIONS, 1996, 143 (03): : 155 - 161
[23] Cumulant-based training algorithms of two-layer feedforward neural networks
Dai, XH
SIGNAL PROCESSING, 2000, 80 (08) : 1597 - 1606
[24] An Approximate Expression for the Equivalent Resistivity of a Two-Layer Soil
Paulino, Jose Osvaldo S.
Boaventura, Wallace C.
Barbosa, Celio Fonseca
2013 INTERNATIONAL SYMPOSIUM ON LIGHTNING PROTECTION (XII SIPDA), 2013, : 231 - 235
[25] Approximate inference for dynamic Bayesian networks: sliding window approach
Gao, Xiao-Guang
Mei, Jun-Feng
Chen, Hai-Yang
Chen, Da-Qing
APPLIED INTELLIGENCE, 2014, 40 (04) : 575 - 591
[26] Approximate inference in Bayesian networks using binary probability trees
Cano, Andres
Gomez-Olmedo, Manuel
Moral, Serafin
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2011, 52 (01) : 49 - 62
[27] Approximate inference for dynamic Bayesian networks: sliding window approach
Xiao-Guang Gao
Jun-Feng Mei
Hai-Yang Chen
Da-Qing Chen
Applied Intelligence, 2014, 40 : 575 - 591
[28] Synchronizability of two-layer correlation networks
Wei, Xiang
Wu, Xiaoqun
Lu, Jun-An
Wei, Juan
Zhao, Junchan
Wang, Yisi
CHAOS, 2021, 31 (10)
[29] Untrusted Caches in Two-layer Networks
Zewail, Ahmed A.
Yener, Aylin
2019 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2019, : 1 - 5
[30] A Framework to Enable Two-Layer Inference for Ambient Intelligence
Su, Xiang
Fucci, Davide
Riekki, Jukka
AMBIENT INTELLIGENCE AND FUTURE TRENDS - INTERNATIONAL SYMPOSIUM ON AMBIENT INTELLIGENCE (ISAML 2010), 2010, 72 : 29 - +

← 1 2 3 4 5 →