2 papers
stat.ML2018
Data-driven polynomial chaos expansion for machine learning regression
E. Torre, S. Marelli, P. Embrechts +1
We present a regression technique for data-driven problems based on polynomial chaos expansion (PCE). PCE is a popular technique in the field of uncertainty quantification (UQ), wh…
q-bio.NC2018
Maximum-entropy and representative samples of neuronal activity: a dilemma
PierGianLuca Porta Mana, Vahid Rostami, Emiliano Torre +1
The present work shows that the maximum-entropy method can be applied to a sample of neuronal recordings along two different routes: (1) apply to the sample; or (2) apply to a larg…