Rafael Messias Martins
Universitetslektor
Institutionen för datavetenskap och medieteknik
Fakulteten för teknik
+46470708608
- MSc. in Computer Science, from University of São Paulo, BR
- PhD. in Computer Science, from University of Groningen, NL
Forskning
- Information Visualization and Visual Analytics, with a focus on Multidimensional Data and Networks.
Forskargrupp
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Information and Software Visualization (ISOVIS) Forskningsgruppen Information and Software Visualization, ISOVIS, fokuserar huvudsakligen på att genom analys och visualisering utforska stora och…
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Visual Analytics for Engineering Smarter Systems (VAESS) Visual Analytics for Engineering Smarter Systems (VAESS) är ett forskningsområde inom Linnaeus University Centre for Data Intensive Sciences…
Publikationer
Artikel i tidskrift (Refereegranskat)
- Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2021). StackGenVis : Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics. IEEE Transactions on Visualization and Computer Graphics.
- Chatzimparmpas, A., Martins, R.M., Jusufi, I., Kerren, A. (2020). A survey of surveys on the use of visualization for interpreting machine learning models. Information Visualization. 19. 207-233.
- Kucher, K., Martins, R.M., Paradis, C., Kerren, A. (2020). StanceVis Prime : Visual Analysis of Sentiment and Stance in Social Media Texts. Journal of Visualization. 23. 1015-1034.
- Chatzimparmpas, A., Martins, R.M., Jusufi, I., Kucher, K., Rossi, F., et al. (2020). The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations. Computer graphics forum (Print). 39. 713-756.
- Chatzimparmpas, A., Martins, R.M., Kerren, A. (2020). t-viSNE : Interactive Assessment and Interpretation of t-SNE Projections. IEEE Transactions on Visualization and Computer Graphics. 26. 2696-2714.
- Espadoto, M., Martins, R.M., Kerren, A., Hirata, N.S.T., Telea, A.C. (2019). Towards a Quantitative Survey of Dimension Reduction Techniques. IEEE Transactions on Visualization and Computer Graphics. 1-20.
- Kruiger, J.F., Rauber, P.E., Martins, R.M., Kerren, A., Kobourov, S., et al. (2017). Graph Layouts by t-SNE. Computer graphics forum (Print). 36. 283-294.
- Coimbra, D.B., Martins, R.M., Neves, T.T.A.T., Telea, A.C., Paulovich, F.V. (2016). Explaining three-dimensional dimensionality reduction plots. Information Visualization. 15. 154-172.
- Felizardo, K.R., Barbosa, E.F., Martins, R.M., Valle, P.H.D., Maldonado, J.C. (2015). Visual Text Mining : Ensuring the Presence of Relevant Studies in Systematic Literature Reviews. International journal of software engineering and knowledge engineering. 25. 909-928.
- Martins, R.M., Coimbra, D.B., Minghim, R., Telea, A.C. (2014). Visual Analysis of Dimensionality Reduction Quality for Parameterized Projections. Computers & graphics. 41. 26-42.
- Martins, R.M., Andery, G.F., Heberle, H., Paulovich, F.V., Lopes, A.D.A., et al. (2012). Multidimensional Projections for Visual Analysis of Social Networks. Journal of Computer Science and Technology. 27. 791-810.
Konferensbidrag (Refereegranskat)
- Martins, R.M., Kerren, A. (2019). Efficient Dynamic Time Warping for Big Data Streams. Proceedings of the IEEE International Conference on Big Data (Big Data '18) : Workshop on Real-time & Stream Analytics in Big Data & Stream Data Management. 2924-2929.
- Martins, R.M., Berge, E., Milrad, M., Masiello, I. (2019). Visual Learning Analytics of Multidimensional Student Behavior in Self-regulated Learning. Transforming Learning with Meaningful Technologies : EC-TEL 2019. 737-741.
- Ulan, M., Hönel, S., Martins, R.M., Ericsson, M., Löwe, W., et al. (2018). Quality Models Inside Out : Interactive Visualization of Software Metrics by Means of Joint Probabilities. Proceedings of the 2018 Sixth IEEE Working Conference on Software Visualization, (VISSOFT), Madrid, Spain, 2018. 65-75.
- Laitinen, M., Lundberg, J., Levin, M., Martins, R.M. (2018). The Nordic Tweet Stream : A Dynamic Real-Time Monitor Corpus of Big and Rich Language Data. DHN 2018 Digital Humanities in the Nordic Countries 3rd Conference : Proceedings of the Digital Humanities in the Nordic Countries 3rd Conference Helsinki, Finland, March 7-9, 2018. 349-362.
- Kucher, K., Martins, R.M., Kerren, A. (2018). Analysis of VINCI 2009–2017 Proceedings. Proceedings of the 11th International Symposium on Visual Information Communication and Interaction (VINCI '18), 13-15 August 2018, Växjö, Sweden. 97-101.
- Chatzimparmpas, A., Martins, R.M., Kerren, A. (2018). t-viSNE : A Visual Inspector for the Exploration of t-SNE. Presented at IEEE Information Visualization (VIS '18), Berlin, Germany, 21-26 October, 2018.
- Martins, R.M., Simaki, V., Kucher, K., Paradis, C., Kerren, A. (2017). StanceXplore : Visualization for the Interactive Exploration of Stance in Social Media. .
- Martins, R.M., Kruiger, J.F., Minghim, R., Telea, A.C., Kerren, A. (2017). MVN-Reduce : Dimensionality Reduction for the Visual Analysis of Multivariate Networks. EuroVis 2017 - Short Papers. 13-17.
- de Oliveira, R.R., Martins, R.M., Simao, A.D.S. (2017). Impact of the Vendor Lock-in Problem on Testing as a Service (TaaS). 2017 IEEE INTERNATIONAL CONFERENCE ON CLOUD ENGINEERING (IC2E 2017). 190-196.
- Martins, R.M., Minghim, R., Telea, A.C. (2015). Explaining Neighborhood Preservation for Multidimensional Projections. EG UK Computer Graphics & Visual Computing (2015). 7-14.
- Silva, R.R.O., Rauber, P.E., Martins, R.M., Minghim, R., Telea, A.C. (2015). Attribute-based Visual Explanation of Multidimensional Projections. EuroVis Workshop on Visual Analytics (2015).
- Pagliosa, P., Martins, R.M., Cedrim, D., Paiva, A., Minghim, R., et al. (2013). MIST : Multiscale Information and Summaries of Texts. Proceedings : 2013 XXVI Conference on Graphics, Patterns and Images. SIBGRAPI 2013.
- Felizardo, K.R., Salleh, N., Martins, R.M., Mendes, E., Macdonell, S.G., et al. (2011). Using visual text mining to support the study selection activity in systematic literature reviews. 2011 Fifth International Symposium on Empirical Software Engineering and Measurement, ESEM 2011 : Proceedings. 77-86.
- Felizardo, K.R., Martins, R.M., Maldonadon, J.C., Lopes, A.D.A., Minghim, R. (2009). Content based visual mining of document collections using ontologies. II Workshop on Web and Text Intelligence (WTI) 2009.
- Nakagawa, E.Y., Martins, R.M., Felizardo, K.R., Maldonado, J.C. (2009). Towards a process to design aspect-oriented reference architectures. XXXV Latin American Informatics Conference (CLEI) 2009.
Övrigt (Refereegranskat)
Doktorsavhandling, monografi (Övrigt vetenskapligt)
- Martins, R.M. (2016). Explanatory visualization of multidimensional projections. Doctoral Thesis. University of Groningen. 204.