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DOI | 10.1016/j.envsoft.2018.09.016 |
Advances in Bayesian network modelling: Integration of modelling technologies | |
Marcot, Bruce G.1; Penman, Trent D.2 | |
发表日期 | 2019 |
ISSN | 1364-8152 |
EISSN | 1873-6726 |
卷号 | 111页码:386-393 |
英文摘要 | Bayesian network (BN) modeling is a rapidly advancing field. Here we explore new methods by which BN model development and application are being joined with other tools and model frameworks. Advances include improving areas of Bayesian classifiers and machine-learning algorithms for model structuring and parameterization, and development of time-dynamic models. Increasingly, BN models are being integrated with: management decision networks; structural equation modeling of causal networks; Bayesian neural networks; combined discrete and continuous variables; object-oriented and agent-based models; state-and-transition models; geographic information systems; quantum probability; and other fields. Integrated BNs (IBNs) are becoming useful tools in risk analysis, risk management, and decision science for resource planning and environmental management. In the near future, IBNs may become self-structuring, self-learning systems fed by real-time monitoring data. Such advances may make model validation difficult, and may question model credibility, particularly if based on uncertain sources of knowledge systems and big data. |
WOS研究方向 | Computer Science ; Engineering ; Environmental Sciences & Ecology |
来源期刊 | ENVIRONMENTAL MODELLING & SOFTWARE
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/91668 |
作者单位 | 1.US Forest Serv, USDA, Portland, OR 97204 USA; 2.Univ Melbourne, Sch Ecosyst & Forest Sci, Melbourne, Vic, Australia |
推荐引用方式 GB/T 7714 | Marcot, Bruce G.,Penman, Trent D.. Advances in Bayesian network modelling: Integration of modelling technologies[J],2019,111:386-393. |
APA | Marcot, Bruce G.,&Penman, Trent D..(2019).Advances in Bayesian network modelling: Integration of modelling technologies.ENVIRONMENTAL MODELLING & SOFTWARE,111,386-393. |
MLA | Marcot, Bruce G.,et al."Advances in Bayesian network modelling: Integration of modelling technologies".ENVIRONMENTAL MODELLING & SOFTWARE 111(2019):386-393. |
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