Advanced Methodologies for Bayesian Networks

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Advanced Methodologies for Bayesian Networks

Second International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings

Probability and statistics Algorithms and data structures Databases Applied computing Mathematical theory of computation Maths for computer scientists Artificial intelligence

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Collection: Lecture Notes in Computer Science

Language: English

Published by: Springer

Published on: 7th January 2016

Format: LCP-protected ePub

Size: 9 Mb

ISBN: 9783319283791


Proceedings Overview

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.

Content and Focus

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 by discussions of practical considerations for applying graphical models in real-world settings, covering concerns like scalability, incremental learning, parallelization, and so on.

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