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math.ST2019
A geometric characterisation of sensitivity analysis in monomial models
Manuele Leonelli, Eva Riccomagno
Sensitivity analysis in probabilistic discrete graphical models is usually conducted by varying one probability value at a time and observing how this affects output probabilities…
math.ST2018
Sensitivity analysis beyond linearity
Manuele Leonelli
A wide array of graphical models can be parametrised to have atomic probabilities represented by monomial functions. Such monomial structure has proven very useful when studying ro…