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Updated: Sep 14, 2025

Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline
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Inherent Dynamics Visualizer, an Interactive Application for Evaluating and Visualizing Outputs from a Gene Regulatory Network Inference Pipeline

Published on: December 7, 2021

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以树为基础的添加噪音为导向的非循环图形模型,用于与相互作用的非线性因果发现

Fangting Zhou1, Kejun He2, Yang Ni3,4,5

  • 1Department of Biostatistics, Yale University, New Haven, CT 06520, United States.

Biometrics
|July 24, 2025
PubMed
概括

我们引入了基于树的附加噪声模型,用于可解释的非线性因果发现,有效地处理复杂的相互作用. 这种方法增强了系统生物学和社会科学等领域的因果推理.

关键词:
添加式噪声模型的模型.贝叶斯网络是一个贝叶斯网络.可识别因果关系的原因.因果相互作用因果相互作用结构方程模型的结构方程模型.树木 树木 树木 树木

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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems05:47

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