Limits of multi-relational graphs

Graphons are limits of large graphs. Motivated by a theoretical problem from statistical relational learning, we develop a generalization of basic results from graphon theory into the “multi-relational” setting. We show that their multi-relational counterparts, which we call multi-relational graphon...

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Bibliographic Details
Published in:	Machine learning Vol. 112; no. 1; pp. 177 - 216
Main Authors:	Alvarado, Juan, Wang, Yuyi, Ramon, Jan
Format:	Journal Article
Language:	English
Published:	New York Springer US 01-01-2023 Springer Nature B.V Springer Verlag
Subjects:	Artificial Intelligence Computer Science Control Data Analysis, Statistics and Probability Entropy Graphs Logic Machine Learning Mathematics Maximum entropy Mechatronics Natural Language Processing (NLP) Physics Robotics Simulation and Modeling Special issue on Learning and Reasoning Statistics Topology Large deviation principle Markov logic network Large multigraph Graphon theory Large Deviation Principle Markov Logic Network Graphon Theory
Online Access:	Get full text
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