Bayesian Network Diagnosis

Bayesian Network Diagnosis is a diagnostic framework that employs a Bayesian network—a directed acyclic graph representing probabilistic dependencies among variables—to model uncertain relationships in a domain and perform probabilistic inference for identifying the most likely故障 states or diseases given observed evidence.

452

Publications

19K

Citations

1.4K

Authors

562

Institutions

Publications per year

2017–2026

142

Parents

Bayesian Diagnostic Reasoning

Publications

452

Bayesian Networks in Fault Diagnosis

Baoping Cai, Lei Huang, Min Xie · IEEE Transactions on Industrial Informatics · 2017 · 458 citations

Engineering, Systems Engineering, Model-based Systems Engineering +16

Exploiting Causal Independence in Bayesian Network Inference

Nevin L. Zhang, David Poole · Journal of Artificial Intelligence Research · 1996 · 438 citations · Full text

Natural Sciences, Health Informatics, Causal Inference +15

Dynamic Bayesian Network for Aircraft Wing Health Monitoring Digital Twin

Chenzhao Li, Sankaran Mahadevan, You Ling et al. · AIAA Journal · 2017 · 379 citations

Computing, Computer Science, Systems Engineering +17

Multi-source information fusion based fault diagnosis of ground-source heat pump using Bayesian network

Baoping Cai, Yunwei Zhang, Zengkai Liu et al. · Applied Energy · 2013 · 324 citations

Computing, Earth Sciences, Systems Engineering +17

Bayesian Network Induction via Local Neighborhoods

Dimitris Margaritis, Sebastian Thrun · Defense Technical Information Center (DTIC) · 1999 · 316 citations

Computing, Computer Science, Causal Inference +16

1–5 of 452

Authors

1.4K

FK
Faisal Khan
Memorial University of Newfoundland, Canada
11 publications · 1.1K citations
11
h-index
OJ
Ole J. Mengshoel
Carnegie Mellon University, United States
9 publications · 234 citations
9
h-index
BC
Baoping Cai
China University of Petroleum, East China, China
8 publications · 1.4K citations
8
h-index
RM
Rodolfo Montironi
Marche Polytechnic University, Italy
8 publications · 181 citations
8
h-index
DT
D Thompson
University of Arizona, United States
5 publications · 159 citations
5
h-index

1–5 of 1.4K

Institutions

562

1–8 of 562

Venues

PubMed
Repository · 12 publications · 348 citations
11
h-index
arXiv (Cornell University)
Repository · 8 publications · 334 citations
8
h-index
Figshare
Repository · 6 publications · 179 citations
6
h-index
Industrial & Engineering Chemistry Research
5 publications · 326 citations
5
h-index
IEEE Transactions on Automation Science and Engineering
5 publications · 486 citations
5
h-index

1–5