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US Patent 11790258 Generation of a bayesian network

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Is a
Patent
Patent

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11790258
Patent Inventor Names
Olivier M. Lhomme
Gregoire Devauchelle
Date of Patent
October 17, 2023
Patent Application Number
17126818
Date Filed
December 18, 2020
Patent Citations
‌
US Patent 8140569 Dependency network based model (or pattern)
‌
US Patent 7870081 Parallelization of bayesian network structure learning
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US Patent 8140301 Method and system for causal modeling and outlier detection
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US Patent 7251636 Scalable methods for learning Bayesian networks
Patent Primary Examiner
‌
Kevin W Figueroa
CPC Code
‌
G06N 20/00
‌
G06F 16/9024
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G06N 7/005
Patent abstract

A computer implemented method, computer program product and system for generating a Bayesian network. A dataset comprising multiple instances of multiple variables is received. A target variable from the received dataset is selected. Multiple parent sets of variables for the target variable are determined, such that, for each parent set of variables, the target variable is functionally dependent on the respective parent set of variables. For multiple variables of the received dataset, the selecting of a new target variable from the received dataset and determining multiple parent sets of variables for the new target variable is repeated. A Bayesian network (includes a directed acyclic graph of nodes and edges) is then generated for the variables such that one or more of the determined parent sets of variables for the target variables are inserted into the graph and edges from the graph are removed to ensure that the graph is acyclic.

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