Hidden Variable Dependencies

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Systemic Stability > Hidden Variable Dependencies

Hidden Variable Dependencies

Control

Document and assess whether the effect of applying Product Outputs depends on Hidden Variables. If true, control for Hidden Variables, for example through marginalization and/or by deriving indicators for Hidden Variables influence.


Aim

To (a) prevent diverging effects on seemingly similar individuals or datapoints; (b) prevent or detect high-risk interactions; and (c) highlight associated risks in the Product Lifecycle.


Additional Information