Personlig profil
Forskningsområder
- Data Science
- Data Mining
- Machine Learning
- Big Data
- Applications
Overview: Professor Ricardo Campello's expertise ranges across the disciplines of data science, computer science, applied mathematics/statistics and electrical/computer engineering. He has been teaching and doing research across these disciplines for about 25 years, in Brazil, France, Canada, Australia and Denmark. He has successfully advised an extensive list of postgraduate students, many of which supported by research grants. Over the years, Ricardo continuously secured external funding to support his research group, including highly skilled personnel. He currently holds an appointment supported by a prestigious International Recruit Scheme, with a major associated grant from the Novo Nordisk Foundation (NNF).
Ricardo's research interests fall primarily within the areas of data mining and machine/statistical learning, especially the design of new algorithms and mathematical tools for descriptive and predictive analytics. Particular emphasis is given to unsupervised and semi-supervised machine/statistical learning techniques. Although his work focuses primarily on conceptual, general-purpose methods that can be used in a wide spectrum of application domains, Ricardo has also a track record of interdisciplinary collaborations towards more specialised, application-oriented research. For instance, his current NNF grant focuses on applications in the field of gene-expression data analysis.
Uddannelse (Akademiske kvalifikationer)
Electrical and Computer Engineering, PhD, University of Campinas
Dimissionsdato: 26. jul. 2002
Electrical and Computer Engineering, Master, University of Campinas
Dimissionsdato: 13. jun. 1997
Electronics Engineering, Bachelor, São Paulo State University
Dimissionsdato: 23. dec. 1994
Aktuelle eksterne ansættelser og poster
Visiting Academic Researcher - Comp. Sci., University of Melbourne
2022
Honorary Adjunct Professor - Sci. and Eng., James Cook University
2018 → 2024
Full Professor - Data Science, University of Newcastle
2018 → 2022
Honorary Adjunct Professor - Comp. Sci., University of Alberta
2017 → 2023
Full Professor - Applied Math. and Stat., James Cook University
2016 → 2018
Visiting Professor - Comp. Sci., University of Alberta
2011 → 2013
Associate Professor - Comp. Sci., University of São Paulo
2011 → 2016
Assistant Professor - Comp. Sci., University of São Paulo
2007 → 2011
Research Fellow, National Council for Scientific & Technology Development (CNPq)
2005 → 2022
Assistant Professor - Informatics, Catholic University of Santos
2003 → 2006
Guest Lecturer and Research Associate (Honorary) - Elect. and Comp. Eng., University of Campinas
2003 → 2006
Postdoctoral Fellow, University Nice Sophia Antipolis
2002 → 2003
Emneord
- Algoritmer for store datamængder
- Maskinlæring
Fingeraftryk
- 1 Lignende profiler
Samarbejde og topforskningsområder i de sidste fem år
Publikationer
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A Bayesian framework for robust local intrinsic dimensionality estimation
Joukhadar, Z., Huang, H., Erfani, S. M., Campello, R. J. G. B., Houle, M. E. & Bailey, J., jun. 2026, I: Information Systems. 138, 19 s., 102668.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Benchmarking of Clustering Validity Measures Revisited
Simpson, C., Campello, R. J. G. B. & Stojanovski, E., feb. 2026, I: Statistical Analysis and Data Mining. 19, 1, 47 s., e70061.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Instance space of clustering validation measures
Simpson, C., Muñoz, M. A. & Campello, R. J. G. B., jun. 2026, I: Data Mining and Knowledge Discovery. 40, 3, 51 s., 25.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Intrinsic Dimension, Degrees of Freedom, Odds and Uniformity: A Unified Perspective
Bailey, J., Campello, R. J. G. B. & Houle, M. E., 2026, Similarity Search and Applications -: Proceedings of 18th International Conference (SISAP 2025). Amato, G., Mic, V., Traina, A., Messina, N., Amsaleg, L., Þór Guðmundsson, G., Þór Jónsson, B. & Vadicamo, L. (red.). Springer Science+Business Media, s. 71-84 14 s. (Lecture Notes in Computer Science, Bind 16134 LNCS).Publikation: Kapitel i bog/rapport/konference-proceeding › Konferencebidrag i proceedings › Forskning › peer review
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Bayesian label distribution propagation: A semi-supervised probabilistic k nearest neighbor classifier
Gøttcke, J. M. N., Zimek, A. & Campello, R. J. G. B., mar. 2025, I: Information Systems. 129, 12 s., 102507.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Novo Nordisk Fonden - Recruit - University of Southern Denmark, Deparment of Mathematics and Computer Science - Professor Ricardo J. G. B Campello
Campello, R. J. G. B. (PI), Zimek, A. (Projektdeltager) & Gesteira Costa, I. (Projektdeltager)
01/05/2023 → 01/05/2028
Projekter: Projekt › Private fonde
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FNU - FP1- - DFF - CLEVR: Clustering Evaluation Revisited
Zimek, A. (PI), Campello, R. J. G. B. (Projektdeltager) & Arshad, H. S. (Ph.d.-studerende)
01/01/2024 → 31/12/2026
Projekter: Projekt › Danske forskningsråd
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DFF - FNU - Reliable Outlier Detection
Zimek, A. (PI), Campello, R. J. G. B. (Projektdeltager) & Marques, H. O. (Projektdeltager)
01/09/2021 → 31/08/2024
Projekter: Projekt › Forskning
Priser
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Best Research Paper Award (SIAM SDM 2024)
Anderberg, A. (Modtager), Bailey, J. (Modtager), Campello, R. J. G. B. (Modtager), E. Houle, M. (Modtager), Marques, H. O. (Modtager), Radovanović, M. (Modtager) & Zimek, A. (Modtager), 2024
Pris: Priser, stipendier, udnævnelser
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International Recruit Fellow: Novo Nordisk Foundation, NNF (2023 - 2028)
Campello, R. J. G. B. (Modtager), 2023
Pris: Priser, stipendier, udnævnelser
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10-year Test of Time Award (PAKDD 2023)
Campello, R. J. G. B. (Modtager), Moulavi, D. (Modtager) & Sander, J. (Modtager), 2023
Pris: Priser, stipendier, udnævnelser
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2021 Best Paper Award (Runner-Up): IEEE Transactions on Big Data
Campello, R. J. G. B. (Modtager), Santos, J. A. D. (Modtager), Syed, T. I. (Modtager), Naldi, M. C. (Modtager) & Sander, J. (Modtager), 2022
Pris: Priser, stipendier, udnævnelser
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Top 2% Scientist in the World
Campello, R. J. G. B. (Modtager), 2020
Pris: Priser, stipendier, udnævnelser