Inference in hybrid causal belief networks

被引：0

作者：

Boussarsar, Oumaima ^{[1
]}

Boukhris, Imen ^{[1
]}

Elouedi, Zied ^{[1
]}

机构：

[1] Univ Tunis, LARODEC, Inst Super Gest Tunis, Tunis, Tunisia

来源：

2014 IEEE 15TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND INFORMATICS (CINTI) | 2014年

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：

Causal belief networks are compact representations of uncertain causal knowledge under the belief function framework. On these networks, we can handle and compute the effect of observations and interventions using the propagation process. This paper explores propagation algorithm for hybrid causal belief networks (i.e., some conditional distributions are defined per edge and some others are specified for more than one cause) allowing the experts to express their beliefs in a flexible way.

引用

页码：285 / 290

页数：6

共 50 条

[21] Bayesian Inference of Epidemics on Networks via Belief Propagation
Altarelli, Fabrizio
Braunstein, Alfredo
Dall'Asta, Luca
Lage-Castellanos, Alejandro
Zecchina, Riccardo
[J]. PHYSICAL REVIEW LETTERS, 2014, 112 (11)
[22] Interpretable belief rule base for safety state assessment with reverse causal inference
Yin, Xiuxian
He, Wei
Cao, You
Zhou, Guohui
Li, Hongyu
[J]. INFORMATION SCIENCES, 2023, 651
[23] Inferential Dependencies in Causal Inference: A Comparison of Belief-Distribution and Associative Approaches
Carroll, Christopher D.
Cheng, Patricia W.
Lu, Hongjing
[J]. JOURNAL OF EXPERIMENTAL PSYCHOLOGY-GENERAL, 2013, 142 (03) : 845 - 863
[24] Noise-Driven Causal Inference in Biomolecular Networks
Prill, Robert J.
Vogel, Robert
Cecchi, Guillermo A.
Altan-Bonnet, Gregoire
Stolovitzky, Gustavo
[J]. PLOS ONE, 2015, 10 (06):
[25] Temporal aggregation bias and inference of causal regulatory networks
Bay, SD
Chrisman, L
Pohorille, A
Shrager, J
[J]. JOURNAL OF COMPUTATIONAL BIOLOGY, 2004, 11 (05) : 971 - 985
[26] Inference of time-dependent causal influences in Networks
Killmann, M.
Sommerlade, L.
Mader, W.
Timmer, J.
Schelter, B.
[J]. BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK, 2012, 57 : 387 - 390
[27] A causal inference approach for constructing transcriptional regulatory networks
Xing, B
van der Laan, MJ
[J]. BIOINFORMATICS, 2005, 21 (21) : 4007 - 4013
[28] Causal inference on networks under continuous treatment interference
Forastiere, Laura
Del Prete, Davide
Sciabolazza, Valerio Leone
[J]. SOCIAL NETWORKS, 2024, 76 : 88 - 111
[29] Structured Neural Networks for Density Estimation and Causal Inference
Chen, Asic
Shi, Ruian
Gao, Xiang
Baptista, Ricardo
Krishnan, Rahul G.
[J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023,
[30] Fuzzy causal networks: General model, inference, and convergence
Zhou, Samning
Liu, Zhi-Qiang
Zhang, Jian Ying
[J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2006, 14 (03) : 412 - 420

← 1 2 3 4 5 →