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Scopus Author ID: 13408783400
ResearcherID: L-9184-2013
ResearcherID: F-2994-2013

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Employment (2)

Universidade Estadual de Campinas (UNICAMP): Campinas, BR

2013-04-29 to present | Associate Professor (Department of Applied Mathematics)
Employment
Source: Self-asserted source
Valle, M.E.

Universidade Estadual de Londrina: Londrina, BR

2008-03-01 to 2013-04-28 (Department of Mathematics)
Employment
Source: Self-asserted source
Valle, M.E.

Education and qualifications (5)

Universidade Estadual de Campinas (UNICAMP): Campinas, BR

2019 to 2019 | Livre Docente (Computational Intelligence, Image Analysis and Processing) (Department of Applied Mathematics)
Qualification
Source: Self-asserted source
Valle, M.E.

Universidade Estadual de Campinas (UNICAMP): Campinas, BR

2007 to 2008 | Post-Doctorate in Applied Mathematics (Department of Applied Mathematics)
Qualification
Source: Self-asserted source
Valle, M.E.

Universidade Estadual de Campinas (UNICAMP): Campinas, BR

2003 to 2007 | Ph.D. in Applied Mathematics (Department of Applied Mathematics)
Education
Source: Self-asserted source
Valle, M.E.

Universidade Estadual de Campinas (UNICAMP): Campinas, BR

2001 to 2005 | Master's in Applied Mathematics (Department of Applied Mathematics)
Education
Source: Self-asserted source
Valle, M.E.

Universidade Estadual de Campinas (UNICAMP): Campinas, BR

1997 to 2001 | Bachelor in Applied and Computational Mathematics (Department of Applied Mathematics)
Education
Source: Self-asserted source
Valle, M.E.

Funding (6)

DeepOrder: Ordenação Profunda para Morfologia Matemática de Valor Vetorial e Redes Neurais

2024-02-01 to 2028-01-31 | Grant
São Paulo Research Foundation (São Paulo, BR)
URL: https://app.dimensions.ai/details/grant/grant.13948183
GRANT_NUMBER: 23/03368-0
Source: Self-asserted source
Valle, M.E. via DimensionsWizard

Redes neurais artificiais de valor hipercomplexo: além dos números complexos e quaternios

2022-07-01 to 2024-06-30 | Grant
São Paulo Research Foundation (São Paulo, BR)
URL: https://app.dimensions.ai/details/grant/grant.12956217
GRANT_NUMBER: 22/01831-2
Source: Self-asserted source
Valle, M.E. via DimensionsWizard

Morfologia Matemática para Imagens Coloridas: Abordagens Baseadas em Ordenação Total

2018-03 to 2021-02 | Grant
Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasilia, BR)
GRANT_NUMBER:

310118/2017-4
Source: Self-asserted source
Valle, M.E.

Memórias Associativas Dinâmicas Baseadas em Números Hipercomplexos

2015-03 to 2018-02 | Grant
Conselho Nacional de Desenvolvimento Científico e Tecnológico (Campinas, BR)
GRANT_NUMBER:

305486/2014-4
Source: Self-asserted source
Valle, M.E.

Algumas Generalizações das Memórias Associativas Recorrentes por Correlação

2013-10 to 2015-09 | Grant
Fundação de Amparo à Pesquisa do Estado de São Paulo (São Paulo, BR)
GRANT_NUMBER:

2013/12310-4
Source: Self-asserted source
Valle, M.E.

A Study on the Training of Neural Networks with Hypercomplex Values

Grant
Conselho Nacional de Desenvolvimento Científico e Tecnológico (Brasília, BR)
GRANT_NUMBER:

315820/2021-7
Source: Self-asserted source
Valle, M.E.

Works (50 of 68)

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Page 1 of 2

Clifford Convolutional Neural Networks for Lymphoblast Image Classification

2024 | Book chapter
DOI: 10.1007/978-3-031-34031-4_7
Contributors: Guilherme Vieira; Marcos Eduardo Valle; Wilder Lopes
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Crossref

Clifford Convolutional Neural Networks: Concepts, Implementation, and an Application for Lymphoblast Image Classification

2024 | Book chapter
DOI: 10.1007/978-3-031-55985-3_10
Contributors: Guilherme Vieira; Marcos Eduardo Valle; Wilder Lopes
Source: check_circle
Crossref

Universal approximation theorem for vector- and hypercomplex-valued neural networks

Neural Networks
2024-12 | Journal article
DOI: 10.1016/j.neunet.2024.106632
Contributors: Marcos Eduardo Valle; Wington L. Vital; Guilherme Vieira
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Crossref

Understanding Vector-Valued Neural Networks and Their Relationship With Real and Hypercomplex-Valued Neural Networks: Incorporating intercorrelation between features into neural networks

IEEE Signal Processing Magazine
2024-05 | Journal article
DOI: 10.1109/MSP.2024.3401621
Contributors: Marcos Eduardo Valle
Source: check_circle
Crossref

Max-C and Min-D Projection Auto-Associative Fuzzy Morphological Memories: Theory and an Application for Face Recognition

AppliedMath
2023-12-08 | Journal article
DOI: 10.3390/appliedmath3040050
Contributors: Alex Santana dos Santos; Marcos Eduardo Valle
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Vector-Valued Hopfield Neural Networks and Distributed Synapse Based Convolutional and Linear Time-Variant Associative Memories

Neural Processing Letters
2023-08 | Journal article
DOI: 10.1007/s11063-022-11035-w
Contributors: Rama Murthy Garimella; Marcos Eduardo Valle; Guilherme Vieira; Anil Rayala; Dileep Munugoti
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Extending the Universal Approximation Theorem for a Broad Class of Hypercomplex-Valued Neural Networks

2022 | Book chapter
DOI: 10.1007/978-3-031-21689-3_45
Contributors: Wington L. Vital; Guilherme Vieira; Marcos Eduardo Valle
Source: check_circle
Crossref

Least-Squares Linear Dilation-Erosion Regressor Trained Using a Convex-Concave Procedure

2022 | Book chapter
DOI: 10.1007/978-3-031-21689-3_2
Contributors: Angelica Lourenço Oliveira; Marcos Eduardo Valle
Source: check_circle
Crossref

Irregularity Index for Vector-Valued Morphological Operators

Journal of Mathematical Imaging and Vision
2022-09 | Journal article
DOI: 10.1007/s10851-022-01092-0
Contributors: Marcos Eduardo Valle; Samuel Francisco; Marco Aurélio Granero; Santiago Velasco-Forero
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A general framework for hypercomplex-valued extreme learning machines

Journal of Computational Mathematics and Data Science
2022-06 | Journal article
DOI: 10.1016/j.jcmds.2022.100032
Contributors: Guilherme Vieira; Marcos Eduardo Valle
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Hypercomplex-valued recurrent correlation neural networks

Neurocomputing
2021 | Journal article
DOI: 10.1016/J.NEUCOM.2020.12.034
WOSUID: WOS:000620905000011
Contributors: Valle, Marcos Eduardo; Lobo, Rodolfo Anibal
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Linear Dilation-Erosion Perceptron Trained Using a Convex-Concave Procedure

2021 | Book chapter
DOI: 10.1007/978-3-030-73689-7_24
Contributors: Angelica Lourenço Oliveira; Marcos Eduardo Valle
Source: check_circle
Crossref

Quaternion-Valued Convolutional Neural Network Applied for Acute Lymphoblastic Leukemia Diagnosis

2021 | Book chapter
DOI: 10.1007/978-3-030-91699-2_20
Contributors: Marco Aurélio Granero; Cristhian Xavier Hernández; Marcos Eduardo Valle
Source: check_circle
Crossref

Ensemble of Binary Classifiers Combined Using Recurrent Correlation Associative Memories

2020 | Book chapter
DOI: 10.1007/978-3-030-61380-8_30
Contributors: Rodolfo Anibal Lobo; Marcos Eduardo Valle
Source: check_circle
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Extreme Learning Machines on Cayley-Dickson Algebra Applied for Color Image Auto-Encoding

International Joint Conference on Neural Networks (IJCNN)
2020 | Conference paper
DOI: 10.1109/IJCNN48605.2020.9207495
WOSUID: WOS:000626021407007
Contributors: Vieira, Guilherme; Valle, Marcos Eduardo
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Quaternion-valued recurrent projection neural networks on unit quaternions

Theoretical Computer Science
2020-12 | Journal article
DOI: 10.1016/j.tcs.2020.08.033
Contributors: Marcos Eduardo Valle; Rodolfo Anibal Lobo
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A wildfire warning system applied to the state of Acre in the Brazilian Amazon

Applied Soft Computing
2020-04 | Journal article
DOI: 10.1016/j.asoc.2020.106075
Contributors: I.D.B. Silva; M.E. Valle; L.C. Barros; J.F.C.A. Meyer
Source: check_circle
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Reduced Dilation-Erosion Perceptron for Binary Classification

Mathematics
2020-04-02 | Journal article
DOI: 10.3390/math8040512
Contributors: Marcos Eduardo Valle
Source: check_circle
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A broad class of discrete-time hypercomplex-valued Hopfield neural networks

Neural Networks
2020-02 | Journal article
DOI: 10.1016/j.neunet.2019.09.040
Contributors: Fidelis Zanetti de Castro; Marcos Eduardo Valle
Source: check_circle
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A Brief Tutorial on Quadratic Stability of Linear Parameter-Varying Model for Biomathematical Systems

IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies (CHILECON)
2019 | Conference paper
DOI: 10.1109/CHILECON47746.2019.8988071
WOSUID: WOS:000542919100174
Contributors: Lobo, Rodolfo A.; Palma, Jonathan M.; Morais, Cecilia F.; Carvalho, Leonardo de P.; Valle, Marcos Eduardo; Oliveira, Ricardo C. L. F.
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Approaches to Multivalued Mathematical Morphology Based on Uncertain Reduced Orderings

Lecture Notes in Computer Science
2019 | Journal article
DOI: 10.1007/978-3-030-20867-7_18
WOSUID: WOS:000558276600018
Contributors: Sangalli, Mateus; Valle, Marcos Eduardo
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Characterization and Statistics of Distance-Based Elementary Morphological Operators

Lecture Notes in Computer Science
2019 | Journal article
DOI: 10.1007/978-3-030-20867-7_28
WOSUID: WOS:000558276600028
Contributors: do Nascimento, Arlyson Alves; Valle, Marcos Eduardo
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Color Mathematical Morphology Using a Fuzzy Color-Based Supervised Ordering

FUZZY INFORMATION PROCESSING, NAFIPS
2018 | Journal article
DOI: 10.1007/978-3-319-95312-0_24
WOSUID: WOS:000452031700024
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Fuzzy Kernel Associative Memories with Application in Classification

FUZZY INFORMATION PROCESSING, NAFIPS
2018 | Journal article
DOI: 10.1007/978-3-319-95312-0_25
WOSUID: WOS:000452031700025
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Generalized Exponential Bidirectional Fuzzy Associative Memory with Fuzzy Cardinality-Based Similarity Measures Applied to Face Recognition

Trends in Applied and Computational Mathematics
2018 | Journal article
DOI: 10.5540/TEMA.2018.019.02.0221
WOSUID: SCIELO:S2179-84512018000200221
Contributors: Marcos Eduardo Valle
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Quaternionic Recurrent Correlation Neural Networks

International Joint Conference on Neural Networks (IJCNN)
2018 | Conference paper
DOI: 10.1109/IJCNN.2018.8489714
WOSUID: WOS:000585967401088
Contributors: Valle, Marcos Eduardo
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Generalized Exponential Bidirectional Fuzzy Associative Memory with Fuzzy Cardinality-Based Similarity Measures Applied to Face Recognition

TEMA (São Carlos)
2018-09-12 | Journal article
DOI: 10.5540/tema.2018.019.02.221
Contributors: Aline Cristina Souza; Marcos Eduardo Valle
Source: check_circle
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On the Dynamics of Hopfield Neural Networks on Unit Quaternions

IEEE Transactions on Neural Networks and Learning Systems
2018-06 | Journal article
DOI: 10.1109/TNNLS.2017.2691462
Contributors: Marcos Eduardo Valle; Fidelis Zanetti de Castro
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Max-plus and min-plus projection autoassociative morphological memories and their compositions for pattern classification

Neural Networks
2018-04 | Journal article
DOI: 10.1016/j.neunet.2018.01.013
Contributors: Alex Santana dos Santos; Marcos Eduardo Valle
Source: check_circle
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Morphological Associative Memories

2018-02-22 | Book chapter
DOI: 10.1002/047134608X.W8363
Contributors: Marcos Eduardo Valle; Peter Sussner; Alex S. Santos
Source: check_circle
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A Fast and Robust Max-C Projection Fuzzy Autoassociative Memory with Application for Face Recognition

6TH BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS)
2017 | Journal article
DOI: 10.1109/BRACIS.2017.57
WOSUID: WOS:000428685400052
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Continuous-Valued Quaternionic Hopfield Neural Network for Image Retrieval: A Color Space Study

6TH BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS)
2017 | Journal article
DOI: 10.1109/BRACIS.2017.52
WOSUID: WOS:000428685400032
Contributors: de Castro, Fidelis Zanetti; Valle, Marcos Eduardo
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Mathematical Morphology on the Spherical CIELab Quantale with an Application in Color Image Boundary Detection

Journal of Mathematical Imaging and Vision
2017-02-15 | Journal article
DOI: 10.1007/s10851-016-0674-4
Contributors: Marcos Eduardo Valle; Raul Ambrozio Valente
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Application of self-organising maps towards segmentation of soybean samples by determination of inorganic compounds content

Journal of the Science of Food and Agriculture
2016 | Journal article
DOI: 10.1002/JSFA.7094
WOSUID: WOS:000367222400035
Contributors: Cremasco, Hagata; Borsato, Dionisio; Angilelli, Karina Gomes; Galao, Olivio Fernandes; Bona, Evandro; Valle, Marcos Eduardo
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Theoretical and Computational Aspects of Quaternionic Multivalued Hopfield Neural Networks

International Joint Conference on Neural Networks (IJCNN)
2016 | Conference paper
DOI: 10.1109/IJCNN.2016.7727777
WOSUID: WOS:000399925504087
Contributors: Valle, Marcos Eduardo; de Castro, Fidelis Zanetti
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Elementary Morphological Operations on the Spherical CIELab Quantale

Mathematical Morphology and its Applications to Signal and Image Processing
2015 | Journal article
DOI: 10.1007/978-3-319-18720-4_32
WOSUID: WOS:000362366800032
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Generalized Recurrent Exponential Fuzzy Associative Memories Based on Similarity Measures

PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON MODELLING, SIMULATION AND APPLIED MATHEMATICS (MSAM2017)
2015 | Conference paper
DOI: 10.2991/IFSA-EUSFLAT-15.2015.66
WOSUID: WOS:000358581100066
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On Subspace Projection Autoassociative Memories Based on Linear Support Vector Regression

Latin America Congress on Computational Intelligence (LA-CCI)
2015 | Conference paper
DOI: 10.1109/LA-CCI.2015.7435961
WOSUID: WOS:000380396300033
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A Novel Continuous-Valued Quaternionic Hopfield Neural Network

Brazilian Conference on Intelligent Systems
2014 | Conference paper
DOI: 10.1109/BRACIS.2014.28
WOSUID: WOS:000364924100017
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A Robust Subspace Projection Autoassociative Memory Based on the M-Estimation Method

IEEE Transactions on Neural Networks and Learning Systems
2014 | Journal article
DOI: 10.1109/TNNLS.2013.2284818
WOSUID: WOS:000337906300011
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An Introduction to Complex-Valued Recurrent Correlation Neural Networks

International Joint Conference on Neural Networks (IJCNN)
2014 | Conference paper
DOI: 10.1109/IJCNN.2014.6889466
WOSUID: WOS:000371465703073
Contributors: Valle, Marcos Eduardo
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An introduction to the max-plus projection autoassociative morphological memory and some of its variations

IEEE International Conference on Fuzzy Systems
2014 | Conference paper
DOI: 10.1109/FUZZ-IEEE.2014.6891609
WOSUID: WOS:000350793500009
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Complex-Valued Recurrent Correlation Neural Networks

IEEE Transactions on Neural Networks and Learning Systems
2014-09 | Journal article
DOI: 10.1109/TNNLS.2014.2341013
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Quantale-based autoassociative memories with an application to the storage of color images

Pattern Recognition Letters
2013 | Journal article
DOI:

10.1016/j.patrec.2013.03.034
Contributors: Sussner, P.; Valle, M.E.
Source: Self-asserted source
Valle, M.E. via Scopus - Elsevier
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A semilattice approach towards sparsely connected associative memories

Frontiers in Artificial Intelligence and Applications
2012 | Journal article
DOI:

10.3233/978-1-61499-105-2-2180
Contributors: Sussner, P.; Valle, M.E.
Source: Self-asserted source
Valle, M.E. via Scopus - Elsevier
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Fuzzy associative memories based on subsethood and similarity measures with applications to speaker identification

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2012 | Journal article
DOI:

10.1007/978-3-642-28931-6_46
Contributors: Barros, L.; Esmi, E.; Sakuray, F.; Sussner, P.; Valle, M.E.
Source: Self-asserted source
Valle, M.E. via Scopus - Elsevier
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Sparsely connected autoassociative lattice memories with an application for the reconstruction of color images

Journal of Mathematical Imaging and Vision
2012 | Journal article
DOI:

10.1007/s10851-011-0322-y
Contributors: Valle, M.E.; Vicente, D.M.G.
Source: Self-asserted source
Valle, M.E. via Scopus - Elsevier
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Spherical CIELab QAMs: Associative memories based on the CIELab system and quantales for the storage of color images

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2012 | Journal article
DOI:

10.1007/978-3-642-28931-6_45
Contributors: Esmi, E.; Sussner, P.; Valle, M.E.
Source: Self-asserted source
Valle, M.E. via Scopus - Elsevier
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Some experimental results on sparsely connected autoassociative morphological memories for the reconstruction of color images corrupted by either impulsive or Gaussian noise

Proceedings of the International Joint Conference on Neural Networks
2011 | Journal article
DOI:

10.1109/IJCNN.2011.6033232
Contributors: Grande Vicente, D.M.; Valle, M.E.
Source: Self-asserted source
Valle, M.E. via Scopus - Elsevier
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Storage and recall capabilities of fuzzy morphological associative memories with adjunction-based learning

Neural Networks
2011 | Journal article
DOI:

10.1016/j.neunet.2010.08.013
Contributors: Sussner, P.; Valle, M.E.
Source: Self-asserted source
Valle, M.E. via Scopus - Elsevier
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