Rafael Messias Martins

ORCID

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 36

Top Venues

CoRR

IEEE Trans. Vis. Comput. Graph.

Inf. Vis.

Comput. Graph. Forum

University of São Paulo, Brazil (PHD)

Education History

University of São Paulo, Brazil

PHD

Publications

Gladys M. H. Hilasaca, Wilson Estécio Marcílio-Jr, Danilo Medeiros Eler, Rafael Messias Martins, Fernando V. Paulovich
A Grid-Based Method for Removing Overlaps of Dimensionality Reduction Scatterplot Layouts. IEEE Trans. Vis. Comput. Graph. 30 (8) (2024)
Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren
VisRuler: Visual analytics for extracting decision rules from bagged and boosted decision trees. Inf. Vis. 22 (2) (2023)
Zeynab (Artemis) Mohseni, Italo Masiello, Rafael Messias Martins
Towards a Teacher-Oriented Framework of Visual Learning Analytics by Scenario-Based Development. EC-TEL (Doctoral Consortium) (2023)
Stef van den Elzen, Gennady L. Andrienko, Natalia V. Andrienko, Brian D. Fisher, Rafael Messias Martins, Jaakko Peltonen, Alexandru C. Telea, Michel Verleysen
The Flow of Trust: A Visualization Framework to Externalize, Explore, and Explain Trust in ML Applications. IEEE Computer Graphics and Applications 43 (2) (2023)
Daniel Witschard, Ilir Jusufi, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
Interactive optimization of embedding-based text similarity calculations. Inf. Vis. 21 (4) (2022)
Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches. IEEE Trans. Vis. Comput. Graph. 28 (4) (2022)
Angelos Chatzimparmpas, Rafael Messias Martins, Ilir Jusufi, Kostiantyn Kucher, Fabrice Rossi, Andreas Kerren
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations. CoRR (2022)
Tácito Trindade de Araújo Tiburtino Neves, Rafael Messias Martins, Danilo Barbosa Coimbra, Kostiantyn Kucher, Andreas Kerren, Fernando V. Paulovich
Fast and reliable incremental dimensionality reduction for streaming data. Comput. Graph. 102 (2022)
Wilson Estécio Marcílio-Jr, Danilo Medeiros Eler, Fernando V. Paulovich, Rafael Messias Martins
HUMAP: Hierarchical Uniform Manifold Approximation and Projection. CoRR (2021)
Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
Empirical Study: Visual Analytics for Comparing Stacking to Blending Ensemble Learning. CSCS (2021)
Daniel Witschard, Ilir Jusufi, Rafael Messias Martins, Andreas Kerren
A Statement Report on the Use of Multiple Embeddings for Visual Analytics of Multivariate Networks. VISIGRAPP (3: IVAPP) (2021)
Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization. Comput. Graph. Forum 40 (3) (2021)
Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches. CoRR (2021)
Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics. IEEE Trans. Vis. Comput. Graph. 27 (2) (2021)
Danilo Barbosa Coimbra, Rafael Messias Martins, Edson Mota, Tácito Trindade de Araújo Tiburtino Neves, Pedro Diamantino, Maycon L. M. Peixoto
Analyzing the quality of local and global multidimensional projections using performance evaluation planning. Theor. Comput. Sci. 872 (2021)
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) (2021)
Elio Ventocilla, Rafael Messias Martins, Fernando Vieira Paulovich, Maria Riveiro
Scaling the Growing Neural Gas for Visual Cluster Analysis. Big Data Res. 26 (2021)
Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren
VisRuler: Visual Analytics for Extracting Decision Rules from Bagged and Boosted Decision Trees. CoRR (2021)
Katia Romero Felizardo, Norsaremah Salleh, Rafael Messias Martins, Emilia Mendes, Stephen G. MacDonell, José Carlos Maldonado
Using Visual Text Mining to Support the Study Selection Activity in Systematic Literature Reviews. CoRR (2021)
Tácito T. A. T. Neves, Rafael Messias Martins, Danilo Barbosa Coimbra, Kostiantyn Kucher, Andreas Kerren, Fernando Vieira Paulovich
Xtreaming: an incremental multidimensional projection technique and its application to streaming data. CoRR (2020)
Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization. CoRR (2020)
Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren
t-viSNE: Interactive Assessment and Interpretation of t-SNE Projections. CoRR (2020)
Angelos Chatzimparmpas, Rafael Messias Martins, Andreas Kerren
t-viSNE: Interactive Assessment and Interpretation of t-SNE Projections. IEEE Trans. Vis. Comput. Graph. 26 (8) (2020)
Angelos Chatzimparmpas, Rafael Messias Martins, Ilir Jusufi, Kostiantyn Kucher, Fabrice Rossi, Andreas Kerren
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations. Comput. Graph. Forum 39 (3) (2020)
Angelos Chatzimparmpas, Rafael Messias Martins, Kostiantyn Kucher, Andreas Kerren
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics. CoRR (2020)
Elio Alejandro Ventocilla, Rafael Messias Martins, Fernando V. Paulovich, Maria Riveiro
Progressive Multidimensional Projections: A Process Model based on Vector Quantization. MLVis@Eurographics/EuroVis (2020)
Angelos Chatzimparmpas, Rafael Messias Martins, Ilir Jusufi, Andreas Kerren
A survey of surveys on the use of visualization for interpreting machine learning models. Inf. Vis. 19 (3) (2020)
Kostiantyn Kucher, Rafael Messias Martins, Carita Paradis, Andreas Kerren
StanceVis Prime: visual analysis of sentiment and stance in social media texts. J. Vis. 23 (6) (2020)
Rafael Messias Martins, Elias Berge, Marcelo Milrad, Italo Masiello
Visual Learning Analytics of Multidimensional Student Behavior in Self-regulated Learning. EC-TEL (2019)
Maria Ulan, Sebastian Hönel, Rafael Messias Martins, Morgan Ericsson, Welf Löwe, Anna Wingkvist, Andreas Kerren
Quality Models Inside Out: Interactive Visualization of Software Metrics by Means of Joint Probabilities. VISSOFT (2018)
Kostiantyn Kucher, Rafael Messias Martins, Andreas Kerren
Analysis of VINCI 2009-2017 Proceedings. VINCI (2018)
Rafael Messias Martins, Andreas Kerren
Efficient Dynamic Time Warping for Big Data Streams. IEEE BigData (2018)
Rafael Messias Martins, Johannes F. Kruiger, Rosane Minghim, Alexandru C. Telea, Andreas Kerren
MVN-Reduce: Dimensionality Reduction for the Visual Analysis of Multivariate Networks. EuroVis (Short Papers) (2017)
Johannes F. Kruiger, Paulo E. Rauber, Rafael Messias Martins, Andreas Kerren, Stephen G. Kobourov, Alexandru C. Telea
Graph Layouts by t-SNE. Comput. Graph. Forum 36 (3) (2017)
Ricardo Ramos de Oliveira, Rafael Messias Martins, Adenilso da Silva Simão
Impact of the Vendor Lock-in Problem on Testing as a Service (TaaS). IC2E (2017)
Danilo Barbosa Coimbra, Rafael Messias Martins, Tácito T. A. T. Neves, Alexandru C. Telea, Fernando Vieira Paulovich
Explaining three-dimensional dimensionality reduction plots. Inf. Vis. 15 (2) (2016)
Rafael Messias Martins, Rosane Minghim, Alexandru C. Telea
Explaining Neighborhood Preservation for Multidimensional Projections. CGVC (2015)
Renato R. O. da Silva, Paulo E. Rauber, Rafael Messias Martins, Rosane Minghim, Alexandru C. Telea
Attribute-based Visual Explanation of Multidimensional Projections. EuroVA@EuroVis (2015)
Katia Romero Felizardo, Ellen Francine Barbosa, Rafael Messias Martins, Pedro Henrique Dias Valle, José Carlos Maldonado
Visual Text Mining: Ensuring the Presence of Relevant Studies in Systematic Literature Reviews. Int. J. Softw. Eng. Knowl. Eng. 25 (5) (2015)
Rafael Messias Martins, Danilo Barbosa Coimbra, Rosane Minghim, Alexandru C. Telea
Visual analysis of dimensionality reduction quality for parameterized projections. Comput. Graph. 41 (2014)
Paulo A. Pagliosa, Rafael Messias Martins, Douglas Cedrim, Afonso Paiva, Rosane Minghim, Luis Gustavo Nonato
MIST: Multiscale Information and Summaries of Texts. SIBGRAPI (2013)
Rafael Messias Martins, Gabriel de Faria Andery, Henry Heberle, Fernando Vieira Paulovich, Alneu de Andrade Lopes, Hélio Pedrini, Rosane Minghim
Multidimensional Projections for Visual Analysis of Social Networks. J. Comput. Sci. Technol. 27 (4) (2012)
Katia Romero Felizardo, Norsaremah Salleh, Rafael Messias Martins, Emilia Mendes, Stephen G. MacDonell, José Carlos Maldonado
Using Visual Text Mining to Support the Study Selection Activity in Systematic Literature Reviews. ESEM (2011)

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Publication Activity (10 Years)

Top Topics

Top Venues

Rafael Messias Martins