Information
Membership Number: FCA
Membership Type: Fellowship
Division: Engineering and Applied Sciences (affiliated with Mathematics and Information Sciences)
Corresponding Email: fatc@cin.ufpe.br
Homepage(s):
Present and Previous Positions
Full Professor, Informatic Center, Universidade Federal de Pernambuco, Recife, Brazil
Fields of Scholarship and Research Interests
Francisco de Assis Tenório de Carvalho's scientific contributions were made in Machine Learning, with an emphasis on unsupervised learning and machine learning from symbolic data, described by variables that can take as their value a set of categories, a range, or an empirical distribution (histogram).
He was the first to work in this area in Brazil, having proposed original methods for predicting time series, regression, clustering, co-clustering and Kohonen self-organizing maps (SOM) for interval-type data. He also proposed methods for clustering, co-clustering and SOM for data described by histogram-type variables. Other notable contributions include work on clustering and SOM for multi-view relational data and work on clustering based on kernel functions with automatic weighting of descriptor variables.
Honors, Awards and Other Membership
Full Member, Brazilian Academy of Sciences (2023)
Member of the Science Academy of Pernambuco State (2022)
• Among 2% of most world influential scientists in artificial intelligence during all carriers (until 2022), Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/6 ), 2023
• Among 2% of most world influential scientists in artificial intelligence in 2022, Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/6 ), 2023
• Among 1% of most world influential scientists in artificial intelligence during all carriers (until 2021), Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/4 ), 2022
• Among 2% of most world influential scientists in artificial intelligence in 2021, Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/4 ), 2022
• Scientific merit award, SBC – Brazilian Computer Society, 2021 (https://pt.wikipedia.org/wiki/Pr%C3%AAmio_do_M%C3%A9rito_Cient%C3% ADfico ) (https://www.sbc.org.br/33-premios/148-merito- cientifico#:~:text=2021%3A%20Francisco%20de%20Assis%20Ten%C3%B3rio, Carvalho%20%5C%20Augusto%20C%C3%A9zar%20Alves%20Sampaio )
• Top 14 most productive and top 50 most influential (among 13970) authors in clustering algorithms, period 30 years (from 1989 to 2019), Neural Computing and Applications/Springer (https://doi.org/10.1007/s00521-020-05395-4 ), 2021
• Since 2021 Classified as Researcher Level 1A (top) in the National Research Council (CNPq), Brazil
• Among 2% of most world influential scientists in artificial intelligence during all carriers (until 2020), Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/3), 2021
• Among 2% of most world influential scientists in artificial intelligence in 2020, Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/3), 2021
• Among 2% of most world influential scientists in artificial intelligence during all carriers (until 2019), Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/2 ), 2020
• Among 2% of most world influential scientists in artificial intelligence in 2019, Plos Biology/Elsevier/Stanford (https://elsevier.digitalcommonsdata.com/datasets/btchxktzyw/2 ), 2020
• Invited speaker, 3rd International Symposium on Interval Data Modelling: Theory and Applications (SIDM 2017).
• Invited speaker, 10ième Conférence Internationale Francophone sur l'Extraction et la Gestion des Connaissances (EGC-2010), Association Internationale Francophone d'Extraction et de Gestion des Connaissances.
• Invited speaker, 12emes Rencontres de la Société Francophone de Classification - SFC 2005, Société Francophone de Classification - SFC.
Memberships and positions
Other Membership
• IASC - International Association for Statistical Computing: Council member elected (2009 to 2013)
• LARS – Latin American Regional Section of the IASC - International Association for Statistical Computing: Board of Directors (2017 to 2020)
• Member of the Computer Science Advisory Committee of the Brazilian National Research Council, CA-CC CNPq (2017 to 2020 and 2023 to 2026)
• Member of Exact and Natural Science Advisory Committee of the Foundation for the Support of Science and Technology of the State of Pernambuco, FACEPE (2006 to 2009; 2021 to 2023 and 2023 to 2025)
• Head of Departement of Information Systems, Informatics Center, Universidade Federal de Pernambuco (2014 to 2021)
• Boarding of the Artificial Intelligence Committee-CEIA of the Brazilian Computer Society- SBC (2008 to 2009)
• Boarding of the Neural Networks Committee-CERN of the Brazilian Computer Society- SBC (2010 to 2014)
• Coordinator of Post-Graduated Program of Computer Science, Informatics Center, Universidade Federal de Pernambuco (2005 to 2009)
• Editorial Board of Journals: IEEE Transactions on Systems, Man, and Cybernetics, Part B (Invited Editor, 2013 to 2016)
• Reviewer of International Journals: IEEE Transactions on Pattern Analysis and Machine Intelligence, European Journal of Operational Research, JOURNAL OF CLASSIFICATION, NEUROCOMPUTING, INFORMATION SCIENCES, Advances in Data Analysis and Classification, Pattern Recognition, Neural Networks, Fuzzy Sets and Systems
Selected Publications
https://scholar.google.com.br/citations?user=7t7NjEUAAAAJ&hl=pt-PT
Other Information
http://www.abc.org.br/2022/12/01/novos-membros-da-abc-2022/
http://www.abc.org.br/membro/francisco-de-assis-tenorio-de-carvalho/