Segment-wise time-varying dynamic Bayesian network with graph regularization

Time-varying dynamic Bayesian network (TVDBN) is essential for describing time-evolving directed conditional dependence structures in complex multivariate systems. In this article, we construct a TVDBN model, together with a score-based method for its structure learning. The model adopts a vector au...

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Main Authors: YANG, Xing, ZHANG, Chen, ZHENG, Baihua
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語言:English
出版: Institutional Knowledge at Singapore Management University 2022
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在線閱讀:https://ink.library.smu.edu.sg/sis_research/7264
https://ink.library.smu.edu.sg/context/sis_research/article/8267/viewcontent/3522589.pdf
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機構: Singapore Management University
語言: English

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