Improving Image Classification Tasks Using Fused Embeddings and Multimodal Models. - Oliveira, Artur A. M.; Espadoto, Mateus; Hirata, Roberto, Jr.; Cesar, Roberto M., Jr. (2025)

Stability Analysis of Supervised Decision Boundary Maps. - Oliveira, Artur A. M.; Espadoto, Mateus; Hirata, Roberto, Jr.; Telea, Alexandru C. (SN Comput. Sci., 2023)

Visualizing High-Dimensional Functions with Dense Maps. - Espadoto, Mateus; Rodrigues, Francisco Caio M.; Hirata, Nina S. T.; Telea, Alexandru C. (SN Comput. Sci., 2023)

Stabilizing and Simplifying Sharpened Dimensionality Reduction Using Deep Learning. - Espadoto, Mateus; Kim, Youngjoo; Trager, Scott C.; Roerdink, Jos B. T. M.; Telea, Alexandru C. (SN Comput. Sci., 2023)

UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. - Espadoto, Mateus; Appleby, Gabriel; Suh, Ashley; Cashman, Dylan; Li, Mingwei; Scheidegger, Carlos; Anderson, Erik W.; Chang, Remco; Telea, Alexandru C. (IEEE Trans. Vis. Comput. Graph., 2023)

Modeling and Interpreting 6-D Object Pose Estimation. - Soler, Diego; Hirata, Roberto; Espadoto, Mateus (2023)

HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters. - Appleby, Gabriel; Espadoto, Mateus; Chen, Rui; Goree, Samuel; Telea, Alexandru C.; Anderson, Erik W.; Chang, Remco (Comput. Graph. Forum, 2022)

SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks. - Kim, Youngjoo; Espadoto, Mateus; Trager, Scott C.; Roerdink, Jos B. T. M.; Telea, Alexandru C. (2022)

SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers. - Oliveira, Artur A. M.; Espadoto, Mateus; Hirata, Roberto, Jr.; Telea, Alexandru C. (2022)

Relict landslide detection in rainforest areas using a combination of k-means clustering algorithm and Deep-Learning semantic segmentation models. - Garcia, Guilherme Pereira Bento; Grohmann, Carlos Henrique; Soares, Lucas Pedrosa; Espadoto, Mateus (CoRR, 2022)

Using multiple attribute-based explanations of multidimensional projections to explore high-dimensional data. - Tian, Zonglin; Zhai, Xiaorui; Driel, Daan van; Steenpaal, Gijs van; Espadoto, Mateus; Telea, Alexandru C. (Comput. Graph., 2021)

Quantitative and Qualitative Comparison of 2D and 3D Projection Techniques for High-Dimensional Data. - Tian, Zonglin; Zhai, Xiaorui; Steenpaal, Gijs van; Yu, Lingyun; Dimara, Evanthia; Espadoto, Mateus; Telea, Alexandru C. (Inf., 2021)

Toward a Quantitative Survey of Dimension Reduction Techniques. - Espadoto, Mateus; Martins, Rafael Messias; Kerren, Andreas; Hirata, Nina S. T.; Telea, Alexandru C. (IEEE Trans. Vis. Comput. Graph., 2021)

Improving Self-supervised Dimensionality Reduction: Exploring Hyperparameters and Pseudo-Labeling Strategies. - Oliveira, Artur André Almeida de Macedo; Espadoto, Mateus; Hirata, Roberto; Hirata, Nina S. T.; Telea, Alexandru C. (2021)

Self-supervised Dimensionality Reduction with Neural Networks and Pseudo-labeling. - Espadoto, Mateus; Hirata, Nina S. T.; Telea, Alexandru C. (2021)

OptMap: Using Dense Maps for Visualizing Multidimensional Optimization Problems. - Espadoto, Mateus; Rodrigues, Francisco Caio M.; Hirata, Nina S. T.; Telea, Alexandru C. (2021)

HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters. - Appleby, Gabriel; Espadoto, Mateus; Chen, Rui; Goree, Samuel; Telea, Alexandru C.; Anderson, Erik W.; Chang, Remco (CoRR, 2021)

UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. - Espadoto, Mateus; Appleby, Gabriel; Suh, Ashley; Cashman, Dylan; Li, Mingwei; Scheidegger, Carlos; Anderson, Erik W.; Chang, Remco; Telea, Alexandru C. (CoRR, 2021)

Deep learning multidimensional projections. - Espadoto, Mateus; Hirata, Nina Sumiko Tomita; Telea, Alexandru C. (Inf. Vis., 2020)

Improving Neural Network-based Multidimensional Projections. - Espadoto, Mateus; Hirata, Nina S. T.; Falcão, Alexandre X.; Telea, Alexandru C. (2020)

Improving Deep Learning Projections by Neighborhood Analysis. - Modrakowski, Terri S.; Espadoto, Mateus; Falcão, Alexandre X.; Hirata, Nina S. T.; Telea, Alexandru C. (2020)

Self-supervised Learning for Astronomical Image Classification. - Martinazzo, Ana; Espadoto, Mateus; Hirata, Nina S. T. (2020)

Deep Learning for Astronomical Object Classification: A Case Study. - Martinazzo, Ana; Espadoto, Mateus; Hirata, Nina S. T. (2020)

Selecting and Sharing Multidimensional Projection Algorithms: A Practical View. - Espadoto, Mateus; Vernier, Eduardo Faccin; Telea, Alexandru C. (2020)

Self-supervised Learning for Astronomical Image Classification. - Martinazzo, Ana; Espadoto, Mateus; Hirata, Nina S. T. (CoRR, 2020)

Constructing and Visualizing High-Quality Classifier Decision Boundary Maps. - Rodrigues, Francisco Caio M.; Espadoto, Mateus; Hirata, Roberto; Telea, Alexandru C. (Inf., 2019)

Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps. - Espadoto, Mateus; Rodrigues, Francisco Caio M.; Telea, Alexandru C. (2019)

Deep Learning Inverse Multidimensional Projections. - Espadoto, Mateus; Rodrigues, Francisco Caio Maia; Hirata, Nina S. T.; Hirata, Roberto, Jr.; Telea, Alexandru C. (2019)

Deep Learning Multidimensional Projections. - Espadoto, Mateus; Hirata, Nina S. T.; Telea, Alexandru C. (CoRR, 2019)