Red Hat, Inc.

Robert Joao Geada

Rui Miguel Cardoso De Freitas Machado Vieira

In some examples, a system can receive input datasets that each include a respective set of variable values for the same set of variables, where the input datasets have different values for a particular variable in the set of variables. The system can generate encoded input datasets by encoding the different values of the particular variable. The system can also generate encoded background data. The system can then generate synthetic data based on the encoded input datasets and the encoded background data. The system can provide the synthetic data as input to a target model to receive outputs from the target model. The system can then configure an explanatory model based on the synthetic data and the outputs from the target model. The explanatory model can generate scores indicating how a selected set of values for the set of variables influences an output from the target model.

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Newcastle upon Tyne, United Kingdom

Robert Joao Geada