Selected publications
On the calibration of likelihood functions & the Aitchison geometry of the probability simplex:
Preprint still under review!
The distribution of calibrated likelihood functions on the probability-likelihood Aitchison simplex; a joint work with Andreas Nautsch, Driss Matrouf, Pierre-Michel Bousquet, and Jean-François Bonastre;
>>> arxiv
A generalisation of the Shapley value to the probability simplex for explaining predictions in multiclass settings:
On the calibration of LLRs and the zero-evidence privacy approach in speech and speaker technologies:
A bridge between features and evidence for binary attribute-driven perfect privacy; a joint work with Andreas Nautsch, Driss Matrouf, Pierre-Michel Bousquet, and Jean-François Bonastre;
>>> arxiv, ieeexplore, see also a french version: isca-archive
For its use in an analysis-synthesis voice conversion pipeline, see also: Hiding speaker's sex in speech using zero-evidence speaker representation in an analysis-synthesis pipeline; a joint work with Xiaoxiao Miao, Xin Wang, Junichi Yamagishi, Jean-François Bonastre and Driss Matrouf;
>>> arxiv, ieeexplore
My PhD thesis:
Representing evidence for attribute privacy : Bayesian updating, compositional evidence and calibration;
>>> HAL theses