Decomposition of mappings between complete lattices by mathematical morphology, Part I. General lattices. - Gerald Jean Francis Banon; Junior Barrera (Signal Process., 1993)

Set Operator Decomposition and Conditionally Translation Invariant Elementary Operators. - Gerald Jean Francis Banon; Junior Barrera (ISMM, 1994)

Set Operations on Closed Intervals and their Applications to the Automatic Programming of MMach's. - Junior Barrera; Guillermo Pablo Salas; Ronaldo Fumio Hashimoto (ISMM, 1996)

Automatic Programming of MMach's for OCR. - Junior Barrera; Routo Terada; Flávio Soares Corrêa da Silva; Nina Sumiko Tomita (ISMM, 1996)

Morphological paradigm for loss-function-based design of digital filters. - Edward R. Dougherty; Junior Barrera (Visual Information Processing, 1996)

Guest Editorial: Special Section on Nonlinear Image Processing. - Jaakko Astola; Junior Barrera (J. Electronic Imaging, 1996)

Set operations on closed intervals and their applications to the automatic programming of morphological machines. - Junior Barrera; Guillermo Pablo Salas (J. Electronic Imaging, 1996)

Automatic programming of binary morphological machines by design of statistically optimal operators in the context of computational learning theory. - Junior Barrera; Edward R. Dougherty; Nina Sumiko Tomita (J. Electronic Imaging, 1997)

Translation invariant transformations of discrete random sets. - Junior Barrera; Marcel Brun (SIBGRAPI, 1998)

MMach: a mathematical morphology toolbox for the KHOROS system. - Junior Barrera; Gerald Jean Francis Banon; Roberto de Alencar Lotufo; Roberto Hirata Jr. (J. Electronic Imaging, 1998)

Hybrid human-machine binary morphological operator design. - Junior Barrera; Edward R. Dougherty; Marcel Brun (Electronic Imaging: Nonlinear Image Processing, 1999)

Optimal range-domain window filters. - Roberto Hirata; Edward R. Dougherty; Junior Barrera (Electronic Imaging: Nonlinear Image Processing, 1999)

Efficient switching algorithm for designing increasing binary filters. - Nina Sumiko Tomita Hirata; Edward R. Dougherty; Junior Barrera (Electronic Imaging: Nonlinear Image Processing, 1999)

Nonlinear filters in genomic control. - Edward R. Dougherty; Michael L. Bittner; Yidong Chen 002; Seungchan Kim; Krishnamoorthy Sivakumar; Junior Barrera; Paul S. Meltzer; Jeffrey M. Trent (NSIP, 1999)

A Simple Algorithm for Decomposing Convex Structuring Elements. - Ronaldo Fumio Hashimoto; Junior Barrera (SIBGRAPI, 1999)

Design of Statistically Optimal Stack Filters. - Nina S. T. Hirata; Junior Barrera; Edward R. Dougherty (SIBGRAPI, 1999)

Automatic Design of Morphological Operators for Motion Segmentation. - Roberto Hirata Jr.; Junior Barrera; Franklin César Flores; Roberto de Alencar Lotufo (SIBGRAPI, 1999)

A New Paradigm for the Architecture of Morphological Machines: Binary Decision Diagrams. - Heraldo Maciel França Madeira; Junior Barrera; Roberto Hirata Jr.; Nina S. T. Hirata (SIBGRAPI, 1999)

Multiresolution filter design. - Edward R. Dougherty; Junior Barrera; Gerard Mozelle; Seungchan Kim; Marcel Brun (Electronic Imaging: Nonlinear Image Processing, 2000)

Bayesian multiresolution filter design. - Vishnu G. Kamat; Edward R. Dougherty; Junior Barrera (Electronic Imaging: Nonlinear Image Processing, 2000)

Design of statistically optimal morphological operators. - Junior Barrera; Edward R. Dougherty (EUSIPCO, 2000)

Design of gray-scale nonlinear filters via multiresolution apertures. - Roberto Hirata; Edward R. Dougherty; Junior Barrera (EUSIPCO, 2000)

Boosting OCR Classifier by Optimal Edge Noise Filtering. - Junior Barrera; Marcel Brun; Routo Terada; Edward R. Dougherty (ISMM, 2000)

From the Sup-Decomposition to A Sequential Decomposition. - Ronaldo Fumio Hashimoto; Junior Barrera; Edward R. Dougherty (ISMM, 2000)

Some Applications of Aperture Filters. - Roberto Hirata Jr.; Edward R. Dougherty; Junior Barrera (ISMM, 2000)

Morphological Operators for Segmentation of Color Sequences. - Franklin César Flores; Roberto Hirata Jr.; Junior Barrera; Roberto A. Lotufo; Fernand Meyer (SIBGRAPI, 2000)

Text Segmentation by Automatically Designed Morphological Operators. - Nina S. T. Hirata; Junior Barrera; Routo Terada (SIBGRAPI, 2000)

Color Image Gradients for Morphological Segmentation. - Roberto Hirata Jr.; Franklin César Flores; Junior Barrera; Roberto A. Lotufo; Fernand Meyer (SIBGRAPI, 2000)

Incremental Evaluation of BDD-Represented Set Operators. - Heraldo Maciel França Madeira; Junior Barrera (SIBGRAPI, 2000)

Automatic Programming of Morphological Machines by PAC Learning. - Junior Barrera; Routo Terada; Roberto Hirata Jr.; Nina S. T. Hirata (Fundam. Informaticae, 2000)

Multiresolution Bayesian design of binary filters. - Vishnu G. Kamat; Edward R. Dougherty; Junior Barrera (J. Electronic Imaging, 2000)

A Combinatorial Optimization Technique for the Sequential Decomposition of Erosions and Dilations. - Ronaldo Fumio Hashimoto; Junior Barrera; Carlos Eduardo Ferreira (J. Math. Imaging Vis., 2000)

A switching algorithm for design of optimal increasing binary filters over large windows. - Nina S. T. Hirata; Edward R. Dougherty; Junior Barrera (Pattern Recognit., 2000)

Hybrid human-machine binary morphological operator design. An independent constraint approach. - Junior Barrera; Edward R. Dougherty; Marcel Brun (Signal Process., 2000)

Aperture filters. - Roberto Hirata Jr.; Edward R. Dougherty; Junior Barrera (Signal Process., 2000)

Multi-Resolution Classification Trees in OCR Design. - Marcel Brun; Junior Barrera; Nina S. T. Hirata; Nestor Walter Trepode; Daniel Oliveira Dantas; Routo Terada (SIBGRAPI, 2001)

Hybrid Human-Machine Non-Linear Filter Design Using Envelopes. - Marcel Brun; Roberto Hirata Jr.; Junior Barrera; Edward R. Dougherty (SIBGRAPI, 2001)

Microarray Gridding by Mathematical Morphology. - Roberto Hirata Jr.; Junior Barrera; Ronaldo Fumio Hashimoto; Daniel Oliveira Dantas (SIBGRAPI, 2001)

Sup-Compact and Inf-Compact Representations of W-Operators. - Junior Barrera; Ronaldo Fumio Hashimoto (Fundam. Informaticae, 2001)

Multiresolution Analysis for Optimal Binary Filters. - Edward R. Dougherty; Junior Barrera; Gerard Mozelle; Seungchan Kim; Marcel Brun (J. Math. Imaging Vis., 2001)

From the Sup-Decomposition to Sequential Decompositions. - Ronaldo Fumio Hashimoto; Junior Barrera (J. Math. Imaging Vis., 2001)

Towards non-parametric gridding of microarray images. - Renato Fabbri; Luciano da F. Costa; Junior Barrera (DSP, 2002)

Granulometric classifiers from small samples. - Yoganand Balagurunathan; Ronaldo Fumio Hashimoto; Seungchan Kim; Junior Barrera; Edward R. Dougherty (Image Processing: Algorithms and Systems, 2002)

Clustering granulometric features. - Marcel Brun; Yoganand Balagurunathan; Junior Barrera; Edward R. Dougherty (Image Processing: Algorithms and Systems, 2002)

High-performance algorithm for Boolean function minimization: the partitioned incremental splitting of intervals (PISI). - Martha Torres; Nina S. T. Hirata; Junior Barrera (Image Processing: Algorithms and Systems, 2002)

Inference from Clustering with Application to Gene-Expression Microarrays. - Edward R. Dougherty; Junior Barrera; Marcel Brun; Seungchan Kim; Roberto Marcondes Cesar Junior; Yidong Chen 002; Michael L. Bittner; Jeffrey M. Trent (J. Comput. Biol., 2002)

Strong Feature Sets from Small Samples. - Seungchan Kim; Edward R. Dougherty; Junior Barrera; Yidong Chen 002; Michael L. Bittner; Jeffrey M. Trent (J. Comput. Biol., 2002)

Pattern Recognition Theory in Nonlinear Signal Processing. - Edward R. Dougherty; Junior Barrera (J. Math. Imaging Vis., 2002)

Multiresolution Design of Aperture Operators. - Roberto Hirata Jr.; Marcel Brun; Junior Barrera; Edward R. Dougherty (J. Math. Imaging Vis., 2002)

A Note on Park and Chin's Algorithm. - Ronaldo Fumio Hashimoto; Junior Barrera (IEEE Trans. Pattern Anal. Mach. Intell., 2002)

Segmentation of Microarray Images by Mathematical Morphology. - Roberto Hirata Jr.; Junior Barrera; Ronaldo Fumio Hashimoto; Daniel Oliveira Dantas; Gustavo H. Esteves (Real Time Imaging, 2002)

A Parallel Algorithm for Enumerating Combinations. - Martha Torres; Alfredo Goldman; Junior Barrera (ICPP, 2003)

A Greedy Algorithm for Decomposing Convex Structuring Elements. - Ronaldo Fumio Hashimoto; Junior Barrera (J. Math. Imaging Vis., 2003)

Design of optimal binary filters under joint multiresolution-envelope constraint. - Marcel Brun; Edward R. Dougherty; Roberto Hirata Jr.; Junior Barrera (Pattern Recognit. Lett., 2003)

W-Operator Window Design by Maximization of Training Data Information. - David Correa Martins Jr.; Roberto Marcondes Cesar Junior; Junior Barrera (SIBGRAPI, 2004)

An environment for knowledge discovery in biology. - Junior Barrera; Roberto Marcondes Cesar Jr.; João Eduardo Ferreira; Marco Dimas Gubitoso (Comput. Biol. Medicine, 2004)

Nonlinear Filter Design Using Envelopes. - Marcel Brun; Roberto Hirata Jr.; Junior Barrera; Edward R. Dougherty (J. Math. Imaging Vis., 2004)

Automatic Window Design for Gray-Scale Image Processing Based on Entropy Minimization. - David Correa Martins Jr.; Roberto M. Cesar; Junior Barrera (CIARP, 2005)

Binary Decision Diagrams as a New Paradigm for Morphological Machines. - Junior Barrera; Ronaldo Fumio Hashimoto (ISMM, 2005)

A Maximum-Likelihood Approach for Multiresolution W-Operator Design. - Daniel André Vaquero; Junior Barrera; Roberto Hirata Jr. (SIBGRAPI, 2005)

A unifying view for stack filter design based on graph search methods. - Nina S. T. Hirata; Junior Barrera (Pattern Recognit., 2005)

Feature selection algorithms to find strong genes. - Paulo J. S. Silva; Ronaldo Fumio Hashimoto; Seungchan Kim; Junior Barrera; Leônidas de Oliveira Brandão; Edward Suh; Edward R. Dougherty (Pattern Recognit. Lett., 2005)

W-operator window design by minimization of mean conditional entropy. - David Correa Martins Jr.; Roberto M. Cesar; Junior Barrera (Pattern Anal. Appl., 2006)

Automatic microarray gridding by mathematical morphology. - Daniel Oliveira Dantas; Junior Barrera (ISMM (2), 2007)

Basis Computation Algorithms. - Nina S. T. Hirata; Roberto Hirata Jr.; Junior Barrera (ISMM (1), 2007)

A branch-and-bound optimization algorithm for U-shaped cost functions on Boolean lattices. - Marcelo Ris; Junior Barrera (ISMM (2), 2007)

A structural PGN model for control of cell-cycle Progression. - Nestor Walter Trepode; Hugo Aguirre Armelin; Michael L. Bittner; Junior Barrera; Marco Dimas Gubitoso; Ronaldo Fumio Hashimoto (ISMM (2), 2007)

An entropy minimization approach for designing W-operators. - Daniel André Vaquero; Junior Barrera; Roberto Hirata Jr. (ISMM (2), 2007)

A feature selection approach for identification of signature genes from SAGE data. - Junior Barrera; Roberto Marcondes Cesar Junior; Carlos Humes Jr.; David Correa Martins Jr.; Diogo F. C. Patrão; Paulo J. S. Silva; Helena Paula Brentani (BMC Bioinform., 2007)

A Robust Structural PGN Model for Control of Cell-Cycle Progression Stabilized by Negative Feedbacks. - Nestor Walter Trepode; Hugo Aguirre Armelin; Michael L. Bittner; Junior Barrera; Marco Dimas Gubitoso; Ronaldo Fumio Hashimoto (EURASIP J. Bioinform. Syst. Biol., 2007)

Modeling Cancer: Integration of "omics" Information in Dynamic Systems. - Beatriz Stransky; Junior Barrera; Lucila Ohno-Machado; Sandro J. de Souza (J. Bioinform. Comput. Biol., 2007)

An Exact Algorithm for Optimal MAE Stack Filter Design. - Domingos Dellamonica Jr.; Paulo J. S. Silva; Carlos Humes Jr.; Nina S. T. Hirata; Junior Barrera (IEEE Trans. Image Process., 2007)

A branch-and-bound feature selection algorithm for U-shaped cost functions - Marcelo Ris; Junior Barrera; David Correa Martins Jr. (CoRR, 2008)

SFFS-MR: A Floating Search Strategy for GRNs Inference. - Fabrício Martins Lopes; David Correa Martins Jr.; Junior Barrera; Roberto M. Cesar (PRIB, 2010)

U-curve: A branch-and-bound optimization algorithm for U-shaped cost functions on Boolean lattices applied to the feature selection problem. - Marcelo Ris; Junior Barrera; David Correa Martins Jr. (Pattern Recognit., 2010)

An iterative feature selection method for GRNs inference by exploring topological properties - Fabrício Martins Lopes; David Correa Martins Jr.; Junior Barrera; Roberto Marcondes Cesar Jr. (CoRR, 2011)

Method to support diagnosis of cervical intraepithelial neoplasia (CIN) based on structural analysis of histological images. - Gisele Helena Barboni Miranda; Edson Garcia Soares; Junior Barrera; Joaquim Cezar Felipe (CBMS, 2012)

Structural Analysis of Histological Images to Aid Diagnosis of Cervical Cancer. - Gisele Helena Barboni Miranda; Junior Barrera; Edson Garcia Soares; Joaquim Cezar Felipe (SIBGRAPI, 2012)

Introduction to the Issue on Filtering and Segmentation With Mathematical Morphology. - Laurent Najman; Junior Barrera; B. S. Daya Sagar; Petros Maragos; Dan Schonfeld (IEEE J. Sel. Top. Signal Process., 2012)

Analytical Solutions for the Minkowski Addition Equation. - Joel Edu Sánchez Castro; Ronaldo Fumio Hashimoto; Junior Barrera (ISMM, 2013)

Solving Problems in Mathematical Morphology through Reductions to the U-Curve Problem. - Marcelo da Silva Reis; Junior Barrera (ISMM, 2013)

A pattern-oriented specification of gene network inference processes. - Nestor Walter Trepode; Cléver Ricardo Guareis de Farias; Junior Barrera (Comput. Biol. Medicine, 2013)

Gene Networks Inference through Linear Grouping of Variables. - Carlos Fernando Montoya-Cubas; David Correa Martins Jr.; Carlos Silva Santos; Junior Barrera (BIBE, 2014)

The U-curve optimization problem: improvements on the original algorithm and time complexity analysis. - Marcelo da Silva Reis; Carlos Eduardo Ferreira; Junior Barrera (CoRR, 2014)

A feature selection technique for inference of graphs from their known topological properties: Revealing scale-free gene regulatory networks. - Fabrício Martins Lopes; David Correa Martins Jr.; Junior Barrera; Roberto Marcondes Cesar Jr. (Inf. Sci., 2014)

Linear grouping of predictor instances to infer gene networks. - Carlos Fernando Montoya-Cubas; David Correa Martins Jr.; Carlos Silva Santos; Junior Barrera (Netw. Model. Anal. Health Informatics Bioinform., 2015)

featsel: A framework for benchmarking of feature selection algorithms and cost functions. - Marcelo da Silva Reis; Gustavo Estrela; Carlos Eduardo Ferreira; Junior Barrera (SoftwareX, 2017)

Feature Selection based on the Local Lift Dependence Scale. - Diego Marcondes; Adilson Simonis; Junior Barrera (Entropy, 2018)

A fast Branch-and-Bound algorithm for U-curve feature selection. - Esmaeil Atashpaz-Gargari; Marcelo da Silva Reis; Ulisses M. Braga-Neto; Junior Barrera; Edward R. Dougherty (Pattern Recognit., 2018)

Optimal Boolean lattice-based algorithms for the U-curve optimization problem. - Marcelo da Silva Reis; Gustavo Estrela; Carlos Eduardo Ferreira; Junior Barrera (Inf. Sci., 2019)

An Efficient, Parallelized Algorithm for Optimal Conditional Entropy-Based Feature Selection. - Gustavo Estrela; Marco Dimas Gubitoso; Carlos Eduardo Ferreira; Junior Barrera; Marcelo da Silva Reis (Entropy, 2020)

Learning the hypotheses space from data through a U-curve algorithm: a statistically consistent complexity regularizer for Model Selection. - Diego Marcondes; Adilson Simonis; Junior Barrera (CoRR, 2021)

The role of prior information and computational power in Machine Learning. - Diego Marcondes; Adilson Simonis; Junior Barrera (CoRR, 2022)

The Lattice Overparametrization Paradigm for the Machine Learning of Lattice Operators. - Diego Marcondes; Junior Barrera (DGMM, 2024)

An Algorithm to Train Unrestricted Sequential Discrete Morphological Neural Networks. - Diego Marcondes; Mariana Feldman; Junior Barrera (DGMM, 2024)

Back to basics to open the black box. - Diego Marcondes; Adilson Simonis; Junior Barrera (Nat. Mac. Intell., 2024)

Discrete Morphological Neural Networks. - Diego Marcondes; Junior Barrera (SIAM J. Imaging Sci., 2024)

Unrestricted Sequential Discrete Morphological Neural Networks. - Diego Marcondes; Mariana Feldman; Junior Barrera (J. Math. Imaging Vis., 2025)