Fernando J. Von Zuben
4 papers in the PaperMetrix corpus
Papers by this author
-
Single-Solution Hypervolume Maximization and its use for Improving Generalization of Neural Networks
2016 · arXiv (Cornell University)
This paper introduces the hypervolume maximization with a single solution as an alternative to the mean loss minimization. The relationship between the two problems is proved through bounds on the cost function when an optimal …
-
Effects of Social Ties in Knowledge Diffusion: case study on PLOS ONE
2016
In order to capture the effects of social ties in knowledge diffusion, this paper examines the publication network that emerges from the collaboration of researchers, using citation information as means to estimate knowledge flow. For …
-
An Improved Version of the Fuzzy Set Based Evolving Modeling with Multitask Learning
2020
This paper introduces two novel contributions to the online learning algorithm called Fuzzy set Based evolving Modeling with Multitask Learning (FBeM_MTL), the first algorithm in the literature to consider multitask learning in the context of …
-
Multi-criteria analysis involving Pareto-optimal misclassification tradeoffs on imbalanced datasets
2020
On binary classification, the goal of minimizing the false positive and false negative rates creates a conflict, being impossible to optimize both simultaneously. This challenge is even more significant on imbalanced classification datasets since an …