50 citations · 77 across the 9 of their papers we have counts for
4 papers · 1 filter
On tuning a mean-field model for semi-supervised classification
Emílio Bergamim, Fabricio Breve
Semi-supervised learning (SSL) has become an interesting research area due to its capacity for learning in scenarios where both labeled and unlabeled data are available. In this wo…
Model-agnostic interpretation by visualization of feature perturbations
Wilson E. Marcílio-Jr, Danilo M. Eler, Fabrício Breve
Interpretation of machine learning models has become one of the most important research topics due to the necessity of maintaining control and avoiding bias in these algorithms. Si…
Simple Interactive Image Segmentation using Label Propagation through kNN graphs
Fabricio Aparecido Breve
Many interactive image segmentation techniques are based on semi-supervised learning. The user may label some pixels from each object and the SSL algorithm will propagate the label…
Particle Competition and Cooperation for Semi-Supervised Learning with Label Noise
Fabricio Aparecido Breve, Liang Zhao, Marcos Gonçalves Quiles
Semi-supervised learning methods are usually employed in the classification of data sets where only a small subset of the data items is labeled. In these scenarios, label noise is…