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 KucherAssociate Senior Lecturer, Department of Computer Science and Media Technology, Linnaeus UniversityVerified email at lnu.se
Angelos ChatzimparmpasPhD Student, Linnaeus UniversityVerified email at lnu.se
Rosane MinghimSchool of Computer Science and Information Technology, University College Cork, IrelandVerified email at cs.ucc.ie
Jose´ Carlos MaldonadoICMC-USPVerified email at icmc.usp.br
Fernando V. PaulovichAssociate Professor of Computer Science, Dalhousie UniversityVerified email at dal.ca
Danilo Barbosa CoimbraFederal University of Bahia (UFBA), IC/UFBAVerified email at ufba.br
Katia Romero FelizardoUTFPR-Cornélio ProcópioVerified email at utfpr.edu.br
Ilir JusufiLinnaeus UniversityVerified email at lnu.se
Paulo RauberLecturer in Artificial Intelligence, Queen Mary University of LondonVerified email at qmul.ac.uk
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
Han KruigerNetherlands Organisation for Applied Scientific Research (TNO)Verified email at tno.nl
Mateus EspadotoUniversity of São PauloVerified email at ime.usp.br
Nina S. T. HirataComputer Science, University of São PauloVerified email at ime.usp.br
Carita ParadisProfessor PhD MAE, Centre of Languages and Literature, Lund UniversityVerified email at englund.lu.se
Alneu de Andrade LopesUniversity of São PauloVerified email at icmc.usp.br
Fabrice RossiProfessor of Data Science, CEREMADE, Université Paris Dauphine PSLVerified email at dauphine.psl.eu

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	124	2019
Visual analysis of dimensionality reduction quality for parameterized projections RM Martins, DB Coimbra, R Minghim, AC Telea Computers & Graphics 41, 26-42, 2014	116	2014
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	83	2011
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	59	2020
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	57	2020
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	56	2017
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	52	2020
Explaining Neighborhood Preservation for Multidimensional Projections RM Martins, R Minghim, AC Telea Computer Graphics & Visual Computing (CGVC) 2015, 2015	44	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	39	2015
Explaining three-dimensional dimensionality reduction plots DB Coimbra, RM Martins, TTAT Neves, AC Telea, FV Paulovich Information Visualization 15 (2), 154-172, 2016	36	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 (4), 791-810, 2012	29	2012
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	24	2009
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	19	2018
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	18	2020
StanceVis Prime: visual analysis of sentiment and stance in social media texts K Kucher, RM Martins, C Paradis, A Kerren Journal of Visualization 23 (6), 1015-1034, 2020	14	2020
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	11	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	10	2017
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	8	2021
Impact of the vendor lock-in problem on testing as a service (TaaS) RR De Oliveira, RM Martins, ADS Simao 2017 IEEE International Conference on Cloud Engineering (IC2E), 190-196, 2017	8	2017
MVN-Reduce: Dimensionality Reduction for the Visual Analysis of Multivariate Networks. RM Martins, JF Kruiger, R Minghim, AC Telea, A Kerren EuroVis (Short Papers), 13-17, 2017	7	2017

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