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Improving Probabilistic Inference in Graphical Models with Determinism and Cycles
Faculty
Science
Year:
2016
Type of Publication:
ZU Hosted
Pages:
Authors:
Mohammed Hamza Mahmoud Ibrahim
Staff Zu Site
Abstract In Staff Site
Journal:
Machine Learning Journal springer
Volume:
Keywords :
Improving Probabilistic Inference , Graphical Models with
Abstract:
Many important real-world applications of machine learning, statistical physics, constraint programming and information theory can be formulated using graphical models that involve determinism and cycles. Accurate and efficient inference an
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Mohammed Hamza Mahmoud Ibrahim, "Exploiting Determinism to Scale Relational Inference", AAAI Press, 2015
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