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Mateus Espadoto
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Toward a quantitative survey of dimension reduction techniques
M Espadoto, RM Martins, A Kerren, NST Hirata, AC Telea
IEEE transactions on visualization and computer graphics 27 (3), 2153-2173, 2019
3022019
Deep learning multidimensional projections
M Espadoto, NST Hirata, AC Telea
Information Visualization 19 (3), 247-269, 2020
702020
2020–25th International Conference on Pattern Recognition (ICPR)
A Martinazzo, M Espadoto, NST Hirata
IEEE, Milan, Italy, 2021
572021
On the discovery of stars, quasars, and galaxies in the Southern Hemisphere with S-PLUS DR2
L Nakazono, C Mendes de Oliveira, NST Hirata, S Jeram, C Queiroz, ...
Monthly Notices of the Royal Astronomical Society 507 (4), 5847-5868, 2021
342021
Constructing and visualizing high-quality classifier decision boundary maps
FCM Rodrigues, M Espadoto, R Hirata Jr, AC Telea
Information 10 (9), 280, 2019
292019
Self-supervised dimensionality reduction with neural networks and pseudo-labeling
M Espadoto, NST Hirata, AC Telea
Proceedings, 2021
232021
Deep learning inverse multidimensional projections
M Espadoto, F Rodrigues, NST Hirata, AC Telea
Proceedings, 2019
182019
Unprojection: Leveraging inverse-projections for visual analytics of high-dimensional data
M Espadoto, G Appleby, A Suh, D Cashman, M Li, C Scheidegger, ...
IEEE Transactions on Visualization and Computer Graphics 29 (2), 1559-1572, 2021
152021
Using multiple attribute-based explanations of multidimensional projections to explore high-dimensional data
Z Tian, X Zhai, D van Driel, G van Steenpaal, M Espadoto, A Telea
Computers & Graphics 98, 93-104, 2021
142021
Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps.
M Espadoto, FCM Rodrigues, AC Telea
VISIGRAPP (3: IVAPP), 28-38, 2019
142019
SDBM: supervised decision boundary maps for machine learning classifiers
AAAM Oliveira, M Espadoto, R Hirata Júnior, AC Telea
Proceedings, 2022
92022
Self-supervised learning for astronomical image classification
A Martinazzo, M Espadoto, NST Hirata
2020 25th International Conference on Pattern Recognition (ICPR), 4176-4182, 2021
92021
Deep learning for astronomical object classification: a case study
ACRC Martinazzo, M Espadoto, NST Hirata
Proceedings, 2020
92020
Improving neural network-based multidimensional projections
M Espadoto, NST Hirata, AX Falcão, AC Telea
Proceedings, 2020
82020
Quantitative and qualitative comparison of 2D and 3D projection techniques for high-dimensional data
Z Tian, X Zhai, G van Steenpaal, L Yu, E Dimara, M Espadoto, A Telea
Information 12 (6), 239, 2021
72021
OptMap: using dense maps for visualizing multidimensional optimization problems
M Espadoto, FCM Rodrigues, NST Hirata, AC Telea
Proceedings, 2021
72021
SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks.
Y Kim, M Espadoto, SC Trager, JBTM Roerdink, AC Telea
VISIGRAPP (3: IVAPP), 63-76, 2022
62022
Relict landslide detection using deep-learning architectures for image segmentation in rainforest areas: a new framework
GPB Garcia, LP Soares, M Espadoto, CH Grohmann
International Journal of Remote Sensing 44 (7), 2168-2195, 2023
52023
HyperNP: Interactive visual exploration of multidimensional projection hyperparameters
G Appleby, M Espadoto, R Chen, S Goree, AC Telea, EW Anderson, ...
Computer Graphics Forum 41 (3), 169-181, 2022
52022
Improving deep learning projections by neighborhood analysis
TS Modrakowski, M Espadoto, AX Falcão, NST Hirata, A Telea
International Joint Conference on Computer Vision, Imaging and Computer …, 2020
52020
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