Rafael M. Martins

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Andreas KerrenProfessor of Information Visualization, Linköping University and Linnaeus University, SwedenVerified email at lnu.se
Alex TeleaProfessor of computer science, Utrecht University, the NetherlandsVerified email at uu.nl
Kostiantyn KucherSenior Lecturer, Department of Science and Technology, Linköping UniversityVerified email at liu.se
Angelos ChatzimparmpasPostdoctoral Scholar, Northwestern UniversityVerified email at northwestern.edu
Rosane MinghimSchool of Computer Science and Information Technology, University College Cork, IrelandVerified email at cs.ucc.ie
Fernando V. PaulovichAssociate Professor of Computer Science, Eindhoven University of TechnologyVerified email at dal.ca
Ilir JusufiBlekinge Institute of TechnologyVerified email at bth.se
Danilo Barbosa CoimbraAssistant Professor, Institute of Computing, Federal University of Bahia (IC-UFBA)Verified email at ufba.br
Jose´ Carlos MaldonadoICMC-USPVerified email at icmc.usp.br
Katia Romero FelizardoUTFPR-Cornélio ProcópioVerified email at utfpr.edu.br
Mateus EspadotoUniversity of São PauloVerified email at ime.usp.br
Nina S. T. HirataComputer Science, University of São PauloVerified email at ime.usp.br
Han KruigerNetherlands Organisation for Applied Scientific Research (TNO)Verified email at tno.nl
Emilia MendesFull Professor, Blekinge Institute of Technology, SwedenVerified email at bth.se
Stephen G. MacDonellProfessor at Auckland University of Technology and University of Otago, NZVerified email at acm.org
Norsaremah SallehAssociate Professor of Computer Science, International Islamic University MalaysiaVerified email at iium.edu.my
Zeynab (Artemis) MohseniDoctoral student at Linnaeus university, Växjö, SwedenVerified email at lnu.se
Carita ParadisProfessor, Centre for Languages and Literature, Lund University, SwedenVerified email at englund.lu.se
Fabrice RossiProfessor of Data Science, CEREMADE, Université Paris Dauphine PSLVerified email at dauphine.psl.eu
Stephen KobourovProfessor of Computer Science, University of ArizonaVerified email at cs.arizona.edu

Rafael M. Martins

Senior Lecturer, Linnaeus University

Verified email at lnu.se - Homepage

Dimensionality Reduction Visual Analytics Explainable AI Interpretable AI Unsupervised Learning


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Toward a quantitative survey of dimension reduction techniques M Espadoto, RM Martins, A Kerren, NST Hirata, AC Telea IEEE transactions on visualization and computer graphics 27 (3), 2153-2173, 2019	242	2019
The state of the art in enhancing trust in machine learning models with the use of visualizations A Chatzimparmpas, RM Martins, I Jusufi, K Kucher, F Rossi, A Kerren Computer Graphics Forum 39 (3), 713-756, 2020	131	2020
Visual analysis of dimensionality reduction quality for parameterized projections RM Martins, DB Coimbra, R Minghim, AC Telea Computers & Graphics 41, 26-42, 2014	127	2014
A survey of surveys on the use of visualization for interpreting machine learning models A Chatzimparmpas, RM Martins, I Jusufi, A Kerren Information Visualization 19 (3), 207-233, 2020	119	2020
t-visne: Interactive assessment and interpretation of t-sne projections A Chatzimparmpas, RM Martins, A Kerren IEEE transactions on visualization and computer graphics 26 (8), 2696-2714, 2020	102	2020
Using visual text mining to support the study selection activity in systematic literature reviews KR Felizardo, N Salleh, RM Martins, E Mendes, SG MacDonell, ... 2011 international symposium on empirical software engineering and …, 2011	97	2011
Graph Layouts by t‐SNE JF Kruiger, PE Rauber, RM Martins, A Kerren, S Kobourov, AC Telea Computer graphics forum 36 (3), 283-294, 2017	90	2017
StackGenVis: Alignment of data, algorithms, and models for stacking ensemble learning using performance metrics A Chatzimparmpas, RM Martins, K Kucher, A Kerren IEEE Transactions on Visualization and Computer Graphics 27 (2), 1547-1557, 2020	55	2020
Explaining Neighborhood Preservation for Multidimensional Projections RM Martins, R Minghim, AC Telea Computer Graphics & Visual Computing (CGVC) 2015, 2015	48	2015
Attribute-based Visual Explanation of Multidimensional Projections RRO da Silva, PE Rauber, RM Martins, R Minghim, AC Telea EuroVA 2015 - Sixth International Eurovis Workshop on Visual Analytics, 2015	45	2015
Explaining three-dimensional dimensionality reduction plots DB Coimbra, RM Martins, TTAT Neves, AC Telea, FV Paulovich Information Visualization 15 (2), 154-172, 2016	41	2016
Multidimensional projections for visual analysis of social networks RM Martins, GF Andery, H Heberle, FV Paulovich, A de Andrade Lopes, ... Journal of Computer Science and Technology 27, 791-810, 2012	32	2012
The Nordic Tweet Stream: A dynamic real-time monitor corpus of big and rich language data M Laitinen, J Lundberg, M Levin, RM Martins Digital Humanities in the Nordic Countries 3rd Conference, Helsinki, Finland …, 2018	28	2018
Towards a process to design aspect-oriented reference architectures EY Nakagawa, RM Martins, K Felizardo, JC Maldonado XXXV Latin American Informatics Conference (CLEI 2009), 2009	26	2009
StanceVis Prime: visual analysis of sentiment and stance in social media texts K Kucher, RM Martins, C Paradis, A Kerren Journal of Visualization 23, 1015-1034, 2020	24	2020
FeatureEnVi: Visual analytics for feature engineering using stepwise selection and semi-automatic extraction approaches A Chatzimparmpas, RM Martins, K Kucher, A Kerren IEEE Transactions on Visualization and Computer Graphics 28 (4), 1773-1791, 2022	19	2022
VisEvol: Visual analytics to support hyperparameter search through evolutionary optimization A Chatzimparmpas, RM Martins, K Kucher, A Kerren Computer Graphics Forum 40 (3), 201-214, 2021	18	2021
Empirical study: visual analytics for comparing stacking to blending ensemble learning A Chatzimparmpas, RM Martins, K Kucher, A Kerren 2021 23rd International Conference on Control Systems and Computer Science …, 2021	15	2021
Quality models inside out: Interactive visualization of software metrics by means of joint probabilities M Ulan, S Hönel, RM Martins, M Ericsson, W Löwe, A Wingkvist, A Kerren 2018 IEEE Working Conference on Software Visualization (VISSOFT), 65-75, 2018	14	2018
StanceXplore: Visualization for the interactive exploration of stance in social media RM Martins, V Simaki, K Kucher, C Paradis, A Kerren Proceedings of the 2nd Workshop on Visualization for the Digital Humanities, 2017	12	2017

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