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2020 – today
- 2023
[j10]Artur A. M. Oliveira, Mateus Espadoto
, Roberto Hirata Jr., Alexandru C. Telea:
Stability Analysis of Supervised Decision Boundary Maps. SN Comput. Sci. 4(3): 226 (2023)- [j9]Mateus Espadoto, Francisco Caio M. Rodrigues, Nina S. T. Hirata, Alexandru C. Telea:
Visualizing High-Dimensional Functions with Dense Maps. SN Comput. Sci. 4(3): 230 (2023) - [j8]Mateus Espadoto, Youngjoo Kim, Scott C. Trager, Jos B. T. M. Roerdink, Alexandru C. Telea:
Stabilizing and Simplifying Sharpened Dimensionality Reduction Using Deep Learning. SN Comput. Sci. 4(3): 244 (2023) - [j7]Mateus Espadoto, Gabriel Appleby, Ashley Suh, Dylan Cashman, Mingwei Li, Carlos Scheidegger, Erik W. Anderson, Remco Chang, Alexandru C. Telea:
UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. IEEE Trans. Vis. Comput. Graph. 29(2): 1559-1572 (2023) - [c13]Diego Soler, Roberto Hirata, Mateus Espadoto:
Modeling and Interpreting 6-D Object Pose Estimation. ICIP 2023: 2325-2329 - 2022
- [j6]Gabriel Appleby, Mateus Espadoto, Rui Chen, Samuel Goree, Alexandru C. Telea, Erik W. Anderson, Remco Chang:
HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters. Comput. Graph. Forum 41(3): 169-181 (2022) - [c12]Youngjoo Kim, Mateus Espadoto, Scott C. Trager, Jos B. T. M. Roerdink, Alexandru C. Telea:
SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks. VISIGRAPP (3: IVAPP) 2022: 63-76 - [c11]Artur A. M. Oliveira, Mateus Espadoto, Roberto Hirata Jr., Alexandru C. Telea:
SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers. VISIGRAPP (3: IVAPP) 2022: 77-87 - [i5]Guilherme Pereira Bento Garcia, Carlos Henrique Grohmann, Lucas Pedrosa Soares, Mateus Espadoto:
Relict landslide detection in rainforest areas using a combination of k-means clustering algorithm and Deep-Learning semantic segmentation models. CoRR abs/2208.02693 (2022) - 2021
- [j5]Zonglin Tian, Xiaorui Zhai, Daan van Driel, Gijs van Steenpaal, Mateus Espadoto, Alexandru C. Telea:
Using multiple attribute-based explanations of multidimensional projections to explore high-dimensional data. Comput. Graph. 98: 93-104 (2021) - [j4]Zonglin Tian, Xiaorui Zhai, Gijs van Steenpaal, Lingyun Yu, Evanthia Dimara, Mateus Espadoto, Alexandru C. Telea:
Quantitative and Qualitative Comparison of 2D and 3D Projection Techniques for High-Dimensional Data. Inf. 12(6): 239 (2021) - [j3]Mateus Espadoto, Rafael Messias Martins, Andreas Kerren, Nina S. T. Hirata, Alexandru C. Telea:
Toward a Quantitative Survey of Dimension Reduction Techniques. IEEE Trans. Vis. Comput. Graph. 27(3): 2153-2173 (2021) - [c10]Artur André Almeida de Macedo Oliveira, Mateus Espadoto, Roberto Hirata, Nina S. T. Hirata, Alexandru C. Telea:
Improving Self-supervised Dimensionality Reduction: Exploring Hyperparameters and Pseudo-Labeling Strategies. VISIGRAPP (Revised Selected Papers) 2021: 135-161 - [c9]Mateus Espadoto, Nina S. T. Hirata, Alexandru C. Telea:
Self-supervised Dimensionality Reduction with Neural Networks and Pseudo-labeling. VISIGRAPP (3: IVAPP) 2021: 27-37 - [c8]Mateus Espadoto, Francisco Caio M. Rodrigues, Nina S. T. Hirata, Alexandru C. Telea:
OptMap: Using Dense Maps for Visualizing Multidimensional Optimization Problems. VISIGRAPP (3: IVAPP) 2021: 123-132 - [i4]Gabriel Appleby, Mateus Espadoto, Rui Chen, Samuel Goree, Alexandru C. Telea, Erik W. Anderson, Remco Chang:
HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters. CoRR abs/2106.13777 (2021) - [i3]Mateus Espadoto, Gabriel Appleby, Ashley Suh, Dylan Cashman, Mingwei Li, Carlos Scheidegger, Erik W. Anderson, Remco Chang, Alexandru C. Telea:
UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. CoRR abs/2111.01744 (2021) - 2020
- [j2]Mateus Espadoto, Nina Sumiko Tomita Hirata, Alexandru C. Telea:
Deep learning multidimensional projections. Inf. Vis. 19(3): 247-269 (2020) - [c7]Mateus Espadoto, Nina S. T. Hirata, Alexandre X. Falcão, Alexandru C. Telea:
Improving Neural Network-based Multidimensional Projections. VISIGRAPP (3: IVAPP) 2020: 29-41 - [c6]Terri S. Modrakowski, Mateus Espadoto, Alexandre X. Falcão, Nina S. T. Hirata, Alexandru C. Telea:
Improving Deep Learning Projections by Neighborhood Analysis. VISIGRAPP (Revised Selected Papers) 2020: 127-152 - [c5]Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata:
Self-supervised Learning for Astronomical Image Classification. ICPR 2020: 4176-4182 - [c4]Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata:
Deep Learning for Astronomical Object Classification: A Case Study. VISIGRAPP (5: VISAPP) 2020: 87-95 - [c3]Mateus Espadoto, Eduardo Faccin Vernier, Alexandru C. Telea:
Selecting and Sharing Multidimensional Projection Algorithms: A Practical View. VisGap@Eurographics/EuroVis 2020: 9-16 - [i2]Ana Martinazzo, Mateus Espadoto, Nina S. T. Hirata:
Self-supervised Learning for Astronomical Image Classification. CoRR abs/2004.11336 (2020)
2010 – 2019
- 2019
- [j1]Francisco Caio M. Rodrigues, Mateus Espadoto, Roberto Hirata, Alexandru C. Telea:
Constructing and Visualizing High-Quality Classifier Decision Boundary Maps. Inf. 10(9): 280 (2019) - [c2]Mateus Espadoto, Francisco Caio M. Rodrigues, Alexandru C. Telea:
Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps. VISIGRAPP (3: IVAPP) 2019: 28-38 - [c1]Mateus Espadoto, Francisco Caio Maia Rodrigues, Nina S. T. Hirata, Roberto Hirata Jr., Alexandru C. Telea:
Deep Learning Inverse Multidimensional Projections. EuroVA@EuroVis 2019: 13-17 - [i1]Mateus Espadoto, Nina S. T. Hirata, Alexandru C. Telea:
Deep Learning Multidimensional Projections. CoRR abs/1902.07958 (2019)
Coauthor Index
aka: Nina S. T. Hirata
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