Visual Analytics of Multidimensional Projections for Constructing Classifier Decision Boundary Maps. - Mateus Espadoto; Francisco Caio M. Rodrigues; Alexandru C. Telea (VISIGRAPP (3: IVAPP), 2019)

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

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

Improving Neural Network-based Multidimensional Projections. - Mateus Espadoto; Nina S. T. Hirata; Alexandre X. Falcão; Alexandru C. Telea (VISIGRAPP (3: IVAPP), 2020)

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

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

Deep Learning for Astronomical Object Classification: A Case Study. - Ana Martinazzo; Mateus Espadoto; Nina S. T. Hirata (VISIGRAPP (5: VISAPP), 2020)

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

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

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

Self-supervised Dimensionality Reduction with Neural Networks and Pseudo-labeling. - Mateus Espadoto; Nina S. T. Hirata; Alexandru C. Telea (VISIGRAPP (3: IVAPP), 2021)

OptMap: Using Dense Maps for Visualizing Multidimensional Optimization Problems. - Mateus Espadoto; Francisco Caio M. Rodrigues; Nina S. T. Hirata; Alexandru C. Telea (VISIGRAPP (3: IVAPP), 2021)

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

Quantitative and Qualitative Comparison of 2D and 3D Projection Techniques for High-Dimensional Data. - Zonglin Tian; Xiaorui Zhai; Gijs van Steenpaal; Lingyun Yu 001; Evanthia Dimara; Mateus Espadoto; Alexandru C. Telea (Inf., 2021)

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

SDR-NNP: Sharpened Dimensionality Reduction with Neural Networks. - Youngjoo Kim; Mateus Espadoto; Scott C. Trager; Jos B. T. M. Roerdink; Alexandru C. Telea (VISIGRAPP (3: IVAPP), 2022)

SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers. - Artur A. M. Oliveira; Mateus Espadoto; Roberto Hirata Jr.; Alexandru C. Telea (VISIGRAPP (3: IVAPP), 2022)

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

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

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

UnProjection: Leveraging Inverse-Projections for Visual Analytics of High-Dimensional Data. - Mateus Espadoto; Gabriel Appleby; Ashley Suh 001; Dylan Cashman; Mingwei Li; Carlos Scheidegger; Erik W. Anderson; Remco Chang; Alexandru C. Telea (IEEE Trans. Vis. Comput. Graph., 2023)

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

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

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

Improving Image Classification Tasks Using Fused Embeddings and Multimodal Models. - Artur A. M. Oliveira; Mateus Espadoto; Roberto Hirata Jr.; Roberto M. Cesar Jr. (VISIGRAPP (2): VISAPP, 2025)

Creating User-steerable Projections with Interactive Semantic Mapping. - Artur A. M. Oliveira; Mateus Espadoto; Roberto Hirata Jr.; Roberto M. Cesar Jr.; Alexandru C. Telea (CoRR, 2025)