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yosra marnissi

4 accepted papers

2024

A Unified View of FANOVA: A Comprehensive Bayesian Framework for Component Selection and Estimation

ICML 2024poster

This paper presents a comprehensive Bayesian framework for FANOVA models. We provide guidelines for tuning and practical implementation to improve scalability of learning and prediction. Our model is very flexible and can handle different levels of sparsity across and within decomposition orders, as…

Cited by 0SourcePDFScholar
2024

Neural Network-Based Symbolic Regression for Empirical Modeling of the Behavior of a Planetary Gearbox

ICASSP 2024accepted

Gearbox condition monitoring and quality surveillance are crucial techniques to ensure safe and cost-efficient machine operations. In condition monitoring, the interpretation of the different vibration spectrum elements is still an open question, many works show that some predefined vibration models…

Cited by 0SourceScholar
2023

Differentiable Adaptive Short-Time Fourier Transform with Respect to the Window Length

ICASSP 2023accepted

This paper presents a gradient-based method for on-the-fly optimization for both per-frame and per-frequency window length of the short-time Fourier transform (STFT), related to previous work in which we developed a differentiable version of STFT by making the window length a continuous parameter. T…

Cited by 0SourceScholar