no code implementations • 2 Feb 2024 • Samuel Adebayo, Joost C. Dessing, Seán McLoone
In this research, we present SLYKLatent, a novel approach for enhancing gaze estimation by addressing appearance instability challenges in datasets due to aleatoric uncertainties, covariant shifts, and test domain generalization.
1 code implementation • 3 Mar 2021 • Federico Zocco, Marco Maggipinto, Gian Antonio Susto, Seán McLoone
In this paper a "lazy" implementation of the FSCA algorithm (L-FSCA) is proposed, which, although not equivalent to FSCA due to the absence of submodularity, has the potential to yield comparable performance while being up to an order of magnitude faster to compute.
no code implementations • 2 Mar 2021 • Federico Zocco, Seán McLoone, Beatrice Smyth
Long-term availability of minerals and industrial materials is a necessary condition for sustainable development as they are the constituents of any manufacturing product.
no code implementations • 14 Dec 2020 • Federico Zocco, Seán McLoone
Reducing dimensionality is a key preprocessing step in many data analysis applications to address the negative effects of the curse of dimensionality and collinearity on model performance and computational complexity, to denoise the data or to reduce storage requirements.
1 code implementation • 14 Dec 2020 • Federico Zocco, Seán McLoone
Motivated by the potential for parallel implementation of batch-based algorithms and the accelerated convergence achievable with approximated second order information a limited memory version of the BFGS algorithm has been receiving increasing attention in recent years for large neural network training problems.