activity
20202022
most citedMaterial Measurement Units for a Circular Economy: Foundations through a Review

14 citations · 36 across the 6 of their papers we have counts for

collaborators

6 papers

math.DS2022

Circularity of Thermodynamical Material Networks: Indicators, Examples, and Algorithms

Federico Zocco

The transition towards a circular economy has gained importance over the last years since the traditional linear take-make-dispose paradigm is not sustainable in the long term. Rec…

math.DS2021★ 5 cited

Thermodynamical Material Networks for Modeling, Planning, and Control of Circular Material Flows

Federico Zocco, Pantelis Sopasakis, Beatrice Smyth +1

Waste production, carbon dioxide atmospheric accumulation, and dependence on finite natural resources are expressions of the unsustainability of the current industrial networks tha…

cs.LG2021★ 5 cited

Lazy FSCA for Unsupervised Variable Selection

Federico Zocco, Marco Maggipinto, Gian Antonio Susto +1

Various unsupervised greedy selection methods have been proposed as computationally tractable approximations to the NP-hard subset selection problem. These methods rely on sequenti…

cs.CV2021★ 14 cited

Material Measurement Units for a Circular Economy: Foundations through a Review

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. To enhan…

cs.LG2020★ 7 cited

Recovery of Linear Components: Reduced Complexity Autoencoder Designs

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 perf…

cs.LG2020★ 5 cited

An Adaptive Memory Multi-Batch L-BFGS Algorithm for Neural Network Training

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 mem…