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Mateus Espadoto

Observed names: Espadoto, Mateus, M Espadoto, M. Espadoto
ORCID: 0000-0002-1922-4309
Observed ORCID: 0000-0002-1922-4309
OpenAlex ID: A5074525572
Toward a Quantitative Survey of Dimension Reduction Techniques
2019 · Mateus Espadoto, Rafael M. Martins, et al. · IEEE Transactions on Visualization and Computer Graphics · 313
On the discovery of stars, quasars, and galaxies in the Southern Hemisphere with S-PLUS DR2
2021 · L Nakazono, C Mendes de Oliveira, et al. · Monthly Notices of the Royal Astronomical Society · 41
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Constructing and Visualizing High-Quality Classifier Decision Boundary Maps
2019 · Francisco C. M. Rodrigues, Mateus Espadoto, et al. · Information · 37
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UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data
2021 · Mateus Espadoto, Gabriel Appleby, et al. · IEEE Transactions on Visualization and Computer Graphics · 29
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Relict landslide detection using deep-learning architectures for image segmentation in rainforest areas: a new framework
2023 · G. P. B. Garcia, L. P. Soares, et al. · International Journal of Remote Sensing · 21
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Self-supervised Learning for Astronomical Image Classification
2021 · Ana Martinazzo, Mateus Espadoto, et al. · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · 21
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Self-supervised Dimensionality Reduction with Neural Networks and Pseudo-labeling
2021 · Mateus Espadoto, Nina Hirata, et al. · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) · 18
Using multiple attribute-based explanations of multidimensional projections to explore high-dimensional data
2021 · Zonglin Tian, Xiaorui Zhai, et al. · Computers & Graphics · 17
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Deep Learning for Astronomical Object Classification: A Case Study
2020 · Ana Martinazzo, Mateus Espadoto, et al. · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) · 17
SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers
2022 · Artur Oliveira, Mateus Espadoto, et al. · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) · 16
Quantitative and Qualitative Comparison of 2D and 3D Projection Techniques for High-Dimensional Data
2021 · Zonglin Tian, Xiaorui Zhai, et al. · Information · 14
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HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters
2022 · G. Appleby, M. Espadoto, et al. · Computer Graphics Forum · 13
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Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps
2019 · Mateus Espadoto, Francisco Rodrigues, et al. · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) · 13
Deep learning multidimensional projections
2020 · Mateus Espadoto, Nina Sumiko Tomita Hirata, et al. · Information Visualization · 12
Deep Learning Inverse Multidimensional Projections
2019 · Espadoto, Mateus, Rodrigues, Francisco Caio Maia, et al. · Eurographics · 12
Improving Neural Network-based Multidimensional Projections
2020 · Mateus Espadoto, Nina Hirata, et al. · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) · 11
OptMap: Using Dense Maps for Visualizing Multidimensional Optimization Problems
2021 · Mateus Espadoto, Francisco Rodrigues, et al. · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) · 7
Selecting and Sharing Multidimensional Projection Algorithms: A Practical View
2020 · Espadoto, Mateus, Vernier, Eduardo Faccin, et al. · Utrecht University Repository (Utrecht University) · 5
Improving Deep Learning Projections by Neighborhood Analysis
2022 · Terri S. Modrakowski, Mateus Espadoto, et al. · Communications in computer and information science · 4
Stability Analysis of Supervised Decision Boundary Maps
2023 · Artur A. A. M. Oliveira, Mateus Espadoto, et al. · SN Computer Science · 3
SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks
2022 · Youngjoo Kim, Mateus Espadoto, et al. · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) · 3
Visualizing High-Dimensional Functions with Dense Maps
2023 · Mateus Espadoto, Francisco C. M. Rodrigues, et al. · SN Computer Science · 2
Improving Self-supervised Dimensionality Reduction: Exploring Hyperparameters and Pseudo-Labeling Strategies
2023 · Artur André A. M. Oliveira, Mateus Espadoto, et al. · Communications in computer and information science · 2
Machine Learning—Basic Unsupervised Methods (Cluster Analysis Methods, t-SNE)
2023 · M. Espadoto, S. B. Martins, et al. · Springer eBooks · 1
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Learning multidimensional projections with neural networks
2021 · Mateus Espadoto · 1
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Works count: 35
Citation count: 641
H-index: 13
I10-index: 16
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