2020
PGM
PGM 2020
BayesSuites: An Open Web Framework for Visualization of Massive Bayesian Networks
Abstract
BayesSuites is the first web framework for learning, visualizing, and interpreting Bayesian networks that can scale to tens of thousands of nodes while providing fast and friendly user experience. BayesSuites solves the problems of scalability, extensibility and interpretability that massive networks bring by separating backend calculations from the frontend interface and using specialized learning algorithms for massive networks. We demonstrate the tool by learning and visualizing a genome-wide gene regulatory network from human brain data with 20,708 nodes.
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Interdisciplinary Bridge
- Artificial Intelligence and Data Science & Analytics and Healthcare & Medicine and Interdisciplinary
Topics
Healthcare & Medicine > Research > Bioinformatics
Machine Learning > Bayesian & Probabilistic > Bayesian Learning
Machine Learning > Core Methods > Graphical Models
Data Science & Analytics > Applications > Information Retrieval
Machine Learning > Bayesian & Probabilistic > Bayesian Networks
Interdisciplinary > Science > Bioinformatics
Artificial Intelligence > Bayesian & Probabilistic > Bayesian Networks