TY - BOOK AU - Suzuki,Joe AU - Ueno,Maomi ED - SpringerLink (Online service) TI - Advanced Methodologies for Bayesian Networks: Second International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings T2 - Lecture Notes in Artificial Intelligence SN - 9783319283791 AV - Q334-342 PY - 2015/// CY - Cham PB - Springer International Publishing, Imprint: Springer KW - Artificial intelligence KW - Computer software KW - Computer science KW - Database management KW - Artificial Intelligence KW - Algorithm Analysis and Problem Complexity KW - Probability and Statistics in Computer Science KW - Computation by Abstract Devices KW - Database Management KW - Information Systems Applications (incl. Internet) N1 - Effectiveness of graphical models including modeling. Reasoning, model selection -- Logic-probability relations -- Causality. Applying graphical models in real world settings -- Scalability -- Incremental learning.-Parallelization N2 - 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. 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 discussions of practical considerations for applying graphical models in real world settings, covering concerns like scalability, incremental learning, parallelization, and so on UR - https://doi.org/10.1007/978-3-319-28379-1 ER -