Bayesian Networks and Decision Graphs pdf epub mobi txt 电子书 下载 2025
- 逻辑学
- 英文原版
- 统计学习
- 概率论
- 决策分析
- bayesian
- AI
- 贝叶斯网络
- 决策图
- 概率图模型
- 人工智能
- 机器学习
- 因果推理
- 不确定性推理
- 图模型
- 专家系统
- 数据挖掘
具体描述
This is a brand new edition of an essential work on Bayesian networks and decision graphs. It is an introduction to probabilistic graphical models including Bayesian networks and influence diagrams. The reader is guided through the two types of frameworks with examples and exercises, which also give instruction on how to build these models. Structured in two parts, the first section focuses on probabilistic graphical models, while the second part deals with decision graphs, and in addition to the frameworks described in the previous edition, it also introduces Markov decision process and partially ordered decision problems.
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