使用结构建模、推理和学习引擎开发影响图

W. Premchaiswadi, N. Jongsawat
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引用次数: 4

摘要

在本文中,我们提出了一种利用结构建模、推理和学习引擎(SMILE)来开发影响图的方法。影响图是决策问题的简单直观表示。它可以用来帮助为不同目的的理性决策。本文提出了一种实用的方法,并在c# .net中编写了一段基于SMILE引擎构建影响图的源代码。我们介绍了如何使用c# .net在影响图中设置四种类型的节点及其属性的步骤。这段源代码还包括构造每个组件的方法,例如图中节点之间的decision、chance、deterministic、value和弧线。还包括根据贝叶斯定理进行贝叶斯更新和贝叶斯推理的方法。开发人员可以将该方法应用于影响图的扩展模型。他或她还可以将这段源代码嵌入到现有的决策支持应用程序中。
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Developing an influence diagram using a Structural Modeling, Inference, and Learning Engine
In this paper, we proposed a method for developing Influence Diagrams by using the engine namely, Structural Modeling, Inference, and Learning Engine (SMILE). An influence diagram is a simple visual representation of a decision problem. It can be used to assist in rational decision making for different purposes. We proposed a practical method and a piece of source code in C#.net to build an influence diagram based on a SMILE engine. We presented the steps on how to set four types of nodes and their properties in an influence diagram using C#.net. This piece of source code also includes the method to construct each component such as decision, chance, deterministic, value and arcs between the nodes in the diagram. It also includes the method to perform Bayesian updating and Bayesian inference according to Baye's theorem. The developer can apply this proposed method for the extension model of influence diagrams. He or she can also embed this piece of source code in an existing decision support application.
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