Advances in Probabilistic Reasoning

📝 Original Info

• Title: Advances in Probabilistic Reasoning
• ArXiv ID: 1303.5718
• Date: 2015-05-19
• Authors: Researchers from original ArXiv paper

📝 Abstract

This paper discuses multiple Bayesian networks representation paradigms for encoding asymmetric independence assertions. We offer three contributions: (1) an inference mechanism that makes explicit use of asymmetric independence to speed up computations, (2) a simplified definition of similarity networks and extensions of their theory, and (3) a generalized representation scheme that encodes more types of asymmetric independence assertions than do similarity networks.

💡 Deep Analysis

Deep Dive into Advances in Probabilistic Reasoning.

This paper discuses multiple Bayesian networks representation paradigms for encoding asymmetric independence assertions. We offer three contributions: (1) an inference mechanism that makes explicit use of asymmetric independence to speed up computations, (2) a simplified definition of similarity networks and extensions of their theory, and (3) a generalized representation scheme that encodes more types of asymmetric independence assertions than do similarity networks.

📄 Full Content

Reference