A Bayesian Method for Constructing Bayesian Belief Networks from Databases

📝 Original Info

• Title: A Bayesian Method for Constructing Bayesian Belief Networks from Databases
• ArXiv ID: 1303.5714
• Date: 2013-03-26
• Authors: Researchers from original ArXiv paper

📝 Abstract

This paper presents a Bayesian method for constructing Bayesian belief networks from a database of cases. Potential applications include computer-assisted hypothesis testing, automated scientific discovery, and automated construction of probabilistic expert systems. Results are presented of a preliminary evaluation of an algorithm for constructing a belief network from a database of cases. We relate the methods in this paper to previous work, and we discuss open problems.

💡 Deep Analysis

Deep Dive into A Bayesian Method for Constructing Bayesian Belief Networks from Databases.

This paper presents a Bayesian method for constructing Bayesian belief networks from a database of cases. Potential applications include computer-assisted hypothesis testing, automated scientific discovery, and automated construction of probabilistic expert systems. Results are presented of a preliminary evaluation of an algorithm for constructing a belief network from a database of cases. We relate the methods in this paper to previous work, and we discuss open problems.

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