Amauri Holanda De Souza Junior

Postdoctoral Researcher
Postdoctoral Researcher
T313 Dept. Computer Science
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Research groups

  • Probabilistic Machine Learning, Postdoctoral Researcher
  • Professorship Kaski Samuel, Postdoctoral Researcher


Learning Robust Statistics for Simulation-based Inference under Model Misspecification

Daolang Huang, Ayush Bharti, Amauri Holanda De Souza Junior, Luigi Acerbi, Samuel Kaski 2023

Distill n' Explain

Tamara Pereira, Erik Nascimento, Lucas E. Resck, Diego Mesquita, Amauri Souza 2023 Proceedings of The 26th International Conference on Artificial Intelligence and Statistics (AISTATS) 2023

Provably expressive temporal graph networks

Amauri H. Souza, Diego Mesquita, Samuel Kaski, Vikas Garg 2022 Advances in Neural Information Processing Systems 35 (NeurIPS 2022)

Improving Graph Variational Autoencoders with Multi-Hop Simple Convolutions

Erik Jhones F. do Nascimento, Amauri H. Souza, Diego Mesquita 2021 ESANN 2021 Proceedings - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning

Rethinking pooling in graph neural networks

Diego Mesquita, Amauri Souza, Samuel Kaski 2020 Advances in Neural Information Processing Systems 33 pre-proceedings (NeurIPS 2020)

Gaussian kernels for incomplete data

Diego P.P. Mesquita, João P.P. Gomes, Francesco Corona, Amauri H. Souza Junior, Juvêncio S. Nobre 2019 Applied Soft Computing Journal

Supervised Distance Preserving Projections: Applications in the quantitative analysis of diesel fuels and light cycle oils from NIR spectra

Francesco Corona, Zhanxing Zhu, Amauri Holanda de Souza Junior, Michela Mulas, Emanuela Muru, Lorenzo Sassu, Guilherme Barreto, Roberto Baratti 2015 Journal of Process Control

Minimal Learning Machine: A novel supervised distance-based approach for regression and classification

Amauri Holanda de Souza Junior, F. Corona, Guilherme A. Barreto, Y. Miche, A. Lendasse 2015 Neurocomputing

Regional models: A new approach for nonlinear system identification via clustering of the self-organizing map

Amauri H. Souza Junior, Guilherme A. Barreto, Francesco Corona 2015 Neurocomputing

Spectroscopic monitoring of diesel fuels using the Supervised Distance Preserving Projection

Francesco Corona, Zhanxing Zhu, Amauri Holanda de Souza Junior, Michela Mulas, Roberto Baratti 2013 IFAC-DYCOPS 2013 Tenth International Symposium on Dynamics and Control of Process Systems, Mumbai (India), 18-20 December 2013