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Data and code for paper title "Expert elicitation and data noise learning for material flow analysis using Bayesian inference"

Creator:

Dong, Jiayuan, Liao, Jiankan, Huan, Xun, and Cooper, Daniel R.

Description:

We apply expert elicitation to assign informative prior to material flow analysis and conduct Bayesian inference for parameter and data noise learning.

Keyword:

Bayesian inference, Bayes factor, data noise, prior elicitation and aggregation, and uncertainty quantification

Citation to related publication:

Dong, Jiayuan, Jiankan Liao, Xun Huan, and Daniel Cooper. "Expert elicitation and data noise learning for material flow analysis using Bayesian inference." Journal of Industrial Ecology 27, no. 4 (2023): 1105-1122.

Discipline:

Engineering
Data and code for paper title "Bayesian Model Selection for Network Discrimination and Risk-informed Decision Making in Material Flow Analysis"

Creator:

Liao, Jiankan, Deng, Sidi, Huan, Xun, and Cooper, Daniel R.

Description:

We apply Bayesian inference to reduce network structure uncertainty on material flow analysis (MFA) and demonstrate the methodology through a case study on U.S. steel flow. In addition, we derive an input/output-based analysis to conduct decision-making based on the uncertainty results from MFA

Keyword:

Bayesian inference, Network structure uncertainty, Bayesian model selection, and Input/output analysis

Citation to related publication:

Liao, Jiankan, Deng, Sidi, Xun Huan, and Daniel Cooper. "Bayesian Model Selection for Network Discrimination and Risk-informed Decision Making in Material Flow Analysis." arXiv preprint arXiv:2501.05556 (2025).

Discipline:

Engineering

Data and code for paper title "Expert elicitation and data noise learning for material flow analysis using Bayesian inference"

Data and code for paper title "Bayesian Model Selection for Network Discrimination and Risk-informed Decision Making in Material Flow Analysis"

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Data and code for paper title "Expert elicitation and data noise learning for material flow analysis using Bayesian inference"

Data and code for paper title "Bayesian Model Selection for Network Discrimination and Risk-informed Decision Making in Material Flow Analysis"

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