Advanced Methodologies for Bayesian Networks: Second International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings (Lecture Notes in Computer Science)

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商品描述

This volume constitutes the refereed proceedings of the Second International Workshop on Advanced Methodologies for Bayesian Networks, AMBN 2015, held in Yokohama, Japan, in November 2015.

The 18 revised full papers and 6 invited abstracts presented were carefully reviewed and selected from numerous submissions. In the International Workshop on Advanced Methodologies for Bayesian Networks (AMBN), the researchers explore methodologies for enhancing the effectiveness of graphical models including modeling, reasoning, model selection, logic-probability relations, and causality. The exploration of methodologies is complemented discussions of practical considerations for applying graphical models in real world settings, covering concerns like scalability, incremental learning, parallelization, and so on.


商品描述(中文翻譯)

本卷收錄了第二屆國際高級貝葉斯網絡方法研討會(AMBN 2015)的審查程序,該研討會於2015年11月在日本橫濱舉行。經過仔細審查和選擇,共有18篇修訂後的全文論文和6篇邀請摘要被選中。在國際高級貝葉斯網絡方法研討會(AMBN)中,研究人員探索了增強圖形模型效能的方法,包括建模、推理、模型選擇、邏輯概率關係和因果關係。對方法的探索還包括了在實際應用中考慮的實際問題討論,例如可擴展性、增量學習、並行化等等。

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