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2020 – today
- 2024
[j43]Diego Marcondes
, Adilson Simonis, Junior Barrera:
Back to basics to open the black box. Nat. Mac. Intell. 6(5): 498-501 (2024)- [j42]Diego Marcondes, Junior Barrera:
Discrete Morphological Neural Networks. SIAM J. Imaging Sci. 17(3): 1650-1689 (2024) - [c49]Diego Marcondes, Mariana Feldman, Junior Barrera:
An Algorithm to Train Unrestricted Sequential Discrete Morphological Neural Networks. DGMM 2024: 178-191 - [c48]Diego Marcondes, Junior Barrera:
The Lattice Overparametrization Paradigm for the Machine Learning of Lattice Operators. DGMM 2024: 204-216 - 2023
- [i9]Diego Marcondes, Junior Barrera:
Discrete Morphological Neural Networks. CoRR abs/2309.00588 (2023) - [i8]Diego Marcondes, Mariana Feldman, Junior Barrera:
An Algorithm to Train Unrestricted Sequential Discrete Morphological Neural Networks. CoRR abs/2310.04584 (2023) - [i7]Diego Marcondes, Junior Barrera:
The Lattice Overparametrization Paradigm for the Machine Learning of Lattice Operators. CoRR abs/2310.06639 (2023) - 2022
- [i6]Diego Marcondes, Adilson Simonis, Junior Barrera:
The role of prior information and computational power in Machine Learning. CoRR abs/2211.01972 (2022) - 2021
- [i5]Diego Marcondes, Adilson Simonis, Junior Barrera:
Learning the hypotheses space from data through a U-curve algorithm: a statistically consistent complexity regularizer for Model Selection. CoRR abs/2109.03866 (2021) - 2020
- [j41]Gustavo Estrela, Marco Dimas Gubitoso, Carlos Eduardo Ferreira, Junior Barrera, Marcelo da Silva Reis:
An Efficient, Parallelized Algorithm for Optimal Conditional Entropy-Based Feature Selection. Entropy 22(4): 492 (2020)
2010 – 2019
- 2019
- [j40]Marcelo da Silva Reis, Gustavo Estrela, Carlos Eduardo Ferreira, Junior Barrera:
Optimal Boolean lattice-based algorithms for the U-curve optimization problem. Inf. Sci. 471: 97-114 (2019) - 2018
- [j39]Diego Marcondes, Adilson Simonis, Junior Barrera:
Feature Selection based on the Local Lift Dependence Scale. Entropy 20(2): 97 (2018) - [j38]Esmaeil Atashpaz-Gargari, Marcelo da Silva Reis, Ulisses M. Braga-Neto, Junior Barrera, Edward R. Dougherty:
A fast Branch-and-Bound algorithm for U-curve feature selection. Pattern Recognit. 73: 172-188 (2018) - 2017
- [j37]Marcelo da Silva Reis, Gustavo Estrela, Carlos Eduardo Ferreira, Junior Barrera:
featsel: A framework for benchmarking of feature selection algorithms and cost functions. SoftwareX 6: 193-197 (2017) - [i4]Diego Marcondes, Adilson Simonis, Junior Barrera:
Feature Selection based on the Local Lift Dependence Scale. CoRR abs/1711.04181 (2017) - 2015
- [j36]Carlos Fernando Montoya-Cubas, David Correa Martins Jr., Carlos Silva Santos, Junior Barrera:
Linear grouping of predictor instances to infer gene networks. Netw. Model. Anal. Health Informatics Bioinform. 4(1): 34 (2015) - 2014
- [j35]Fabrício Martins Lopes, David Correa Martins Jr., Junior Barrera, Roberto Marcondes Cesar Jr.:
A feature selection technique for inference of graphs from their known topological properties: Revealing scale-free gene regulatory networks. Inf. Sci. 272: 1-15 (2014) - [c47]Carlos Fernando Montoya-Cubas, David Correa Martins Jr., Carlos Silva Santos, Junior Barrera:
Gene Networks Inference through Linear Grouping of Variables. BIBE 2014: 243-250 - [i3]Marcelo da Silva Reis, Carlos Eduardo Ferreira, Junior Barrera:
The U-curve optimization problem: improvements on the original algorithm and time complexity analysis. CoRR abs/1407.6067 (2014) - 2013
- [j34]Nestor Walter Trepode, Cléver Ricardo Guareis de Farias, Junior Barrera:
A pattern-oriented specification of gene network inference processes. Comput. Biol. Medicine 43(10): 1415-1427 (2013) - [c46]Marcelo da Silva Reis, Junior Barrera:
Solving Problems in Mathematical Morphology through Reductions to the U-Curve Problem. ISMM 2013: 49-60 - [c45]Joel Edu Sánchez Castro, Ronaldo Fumio Hashimoto, Junior Barrera:
Analytical Solutions for the Minkowski Addition Equation. ISMM 2013: 61-72 - 2012
- [j33]Laurent Najman, Junior Barrera, B. S. Daya Sagar, Petros Maragos, Dan Schonfeld:
Introduction to the Issue on Filtering and Segmentation With Mathematical Morphology. IEEE J. Sel. Top. Signal Process. 6(7): 737-738 (2012) - [c44]Gisele Helena Barboni Miranda, Edson Garcia Soares, Junior Barrera, Joaquim Cezar Felipe:
Method to support diagnosis of cervical intraepithelial neoplasia (CIN) based on structural analysis of histological images. CBMS 2012: 1-6 - [c43]Gisele Helena Barboni Miranda, Junior Barrera, Edson Garcia Soares, Joaquim Cezar Felipe:
Structural Analysis of Histological Images to Aid Diagnosis of Cervical Cancer. SIBGRAPI 2012: 316-323 - 2011
- [i2]Fabrício Martins Lopes, David Correa Martins Jr., Junior Barrera, Roberto Marcondes Cesar Jr.:
An iterative feature selection method for GRNs inference by exploring topological properties. CoRR abs/1107.5000 (2011) - 2010
- [j32]Marcelo Ris, Junior Barrera, David Correa Martins Jr.:
U-curve: A branch-and-bound optimization algorithm for U-shaped cost functions on Boolean lattices applied to the feature selection problem. Pattern Recognit. 43(3): 557-568 (2010) - [c42]Fabrício Martins Lopes, David Correa Martins Jr., Junior Barrera, Roberto M. Cesar:
SFFS-MR: A Floating Search Strategy for GRNs Inference. PRIB 2010: 407-418
2000 – 2009
- 2008
- [i1]Marcelo Ris, Junior Barrera, David Correa Martins Jr.:
A branch-and-bound feature selection algorithm for U-shaped cost functions. CoRR abs/0810.5573 (2008) - 2007
- [j31]Junior Barrera, Roberto Marcondes Cesar Junior, Carlos Humes Jr., David Correa Martins Jr., Diogo F. C. Patrão, Paulo J. S. Silva, Helena Paula Brentani:
A feature selection approach for identification of signature genes from SAGE data. BMC Bioinform. 8 (2007) - [j30]Nestor Walter Trepode, Hugo Aguirre Armelin, Michael L. Bittner, Junior Barrera, Marco Dimas Gubitoso, Ronaldo Fumio Hashimoto:
A Robust Structural PGN Model for Control of Cell-Cycle Progression Stabilized by Negative Feedbacks. EURASIP J. Bioinform. Syst. Biol. 2007 (2007) - [j29]Beatriz Stransky, Junior Barrera, Lucila Ohno-Machado, Sandro J. de Souza:
Modeling Cancer: Integration of "omics" Information in Dynamic Systems. J. Bioinform. Comput. Biol. 5(4): 977-986 (2007) - [j28]Domingos Dellamonica Jr., Paulo J. S. Silva, Carlos Humes Jr., Nina S. T. Hirata, Junior Barrera:
An Exact Algorithm for Optimal MAE Stack Filter Design. IEEE Trans. Image Process. 16(2): 453-462 (2007) - [c41]Nina S. T. Hirata, Roberto Hirata Jr., Junior Barrera:
Basis Computation Algorithms. ISMM (1) 2007: 15-26 - [c40]Daniel Oliveira Dantas, Junior Barrera:
Automatic microarray gridding by mathematical morphology. ISMM (2) 2007: 27-28 - [c39]Daniel André Vaquero, Junior Barrera, Roberto Hirata Jr.:
An entropy minimization approach for designing W-operators. ISMM (2) 2007: 43-44 - [c38]Marcelo Ris, Junior Barrera:
A branch-and-bound optimization algorithm for U-shaped cost functions on Boolean lattices. ISMM (2) 2007: 55-56 - [c37]Nestor Walter Trepode, Hugo Aguirre Armelin, Michael L. Bittner, Junior Barrera, Marco Dimas Gubitoso, Ronaldo Fumio Hashimoto:
A structural PGN model for control of cell-cycle Progression. ISMM (2) 2007: 79-80 - 2006
- [j27]David Correa Martins Jr., Roberto M. Cesar, Junior Barrera:
W-operator window design by minimization of mean conditional entropy. Pattern Anal. Appl. 9(2-3): 139-153 (2006) - 2005
- [j26]Nina S. T. Hirata, Junior Barrera:
A unifying view for stack filter design based on graph search methods. Pattern Recognit. 38(11): 2088-2098 (2005) - [j25]Paulo J. S. Silva, Ronaldo Fumio Hashimoto, Seungchan Kim, Junior Barrera, Leônidas de Oliveira Brandão, Edward Suh, Edward R. Dougherty:
Feature selection algorithms to find strong genes. Pattern Recognit. Lett. 26(10): 1444-1453 (2005) - [c36]David Correa Martins Jr., Roberto M. Cesar, Junior Barrera:
Automatic Window Design for Gray-Scale Image Processing Based on Entropy Minimization. CIARP 2005: 813-824 - [c35]Junior Barrera, Ronaldo Fumio Hashimoto:
Binary Decision Diagrams as a New Paradigm for Morphological Machines. ISMM 2005: 3-12 - [c34]Daniel André Vaquero, Junior Barrera, Roberto Hirata Jr.:
A Maximum-Likelihood Approach for Multiresolution W-Operator Design. SIBGRAPI 2005: 71-78 - 2004
- [j24]Junior Barrera, Roberto Marcondes Cesar Jr., João Eduardo Ferreira, Marco Dimas Gubitoso:
An environment for knowledge discovery in biology. Comput. Biol. Medicine 34(5): 427-447 (2004) - [j23]Marcel Brun, Roberto Hirata Jr., Junior Barrera, Edward R. Dougherty:
Nonlinear Filter Design Using Envelopes. J. Math. Imaging Vis. 21(1-2): 81-97 (2004) - [c33]David Correa Martins Jr., Roberto Marcondes Cesar Junior, Junior Barrera:
W-Operator Window Design by Maximization of Training Data Information. SIBGRAPI 2004: 162-169 - 2003
- [j22]Ronaldo Fumio Hashimoto, Junior Barrera:
A Greedy Algorithm for Decomposing Convex Structuring Elements. J. Math. Imaging Vis. 18(3): 269-289 (2003) - [j21]Marcel Brun, Edward R. Dougherty, Roberto Hirata Jr., Junior Barrera:
Design of optimal binary filters under joint multiresolution-envelope constraint. Pattern Recognit. Lett. 24(7): 937-945 (2003) - [c32]Martha Torres, Alfredo Goldman, Junior Barrera:
A Parallel Algorithm for Enumerating Combinations. ICPP 2003: 581- - 2002
- [j20]Edward R. Dougherty, Junior Barrera, Marcel Brun, Seungchan Kim, Roberto Marcondes Cesar Junior, Yidong Chen, Michael L. Bittner, Jeffrey M. Trent:
Inference from Clustering with Application to Gene-Expression Microarrays. J. Comput. Biol. 9(1): 105-126 (2002) - [j19]Seungchan Kim, Edward R. Dougherty, Junior Barrera, Yidong Chen, Michael L. Bittner, Jeffrey M. Trent:
Strong Feature Sets from Small Samples. J. Comput. Biol. 9(1): 127-146 (2002) - [j18]Edward R. Dougherty, Junior Barrera:
Pattern Recognition Theory in Nonlinear Signal Processing. J. Math. Imaging Vis. 16(3): 181-197 (2002) - [j17]Roberto Hirata Jr., Marcel Brun, Junior Barrera, Edward R. Dougherty:
Multiresolution Design of Aperture Operators. J. Math. Imaging Vis. 16(3): 199-222 (2002) - [j16]Ronaldo Fumio Hashimoto, Junior Barrera:
A Note on Park and Chin's Algorithm. IEEE Trans. Pattern Anal. Mach. Intell. 24(1): 139-144 (2002) - [j15]Roberto Hirata Jr., Junior Barrera, Ronaldo Fumio Hashimoto, Daniel Oliveira Dantas, Gustavo H. Esteves:
Segmentation of Microarray Images by Mathematical Morphology. Real Time Imaging 8(6): 491-505 (2002) - [c31]Renato Fabbri, Luciano da F. Costa, Junior Barrera:
Towards non-parametric gridding of microarray images. DSP 2002: 623-626 - [c30]Marcel Brun, Yoganand Balagurunathan, Junior Barrera, Edward R. Dougherty:
Clustering granulometric features. Image Processing: Algorithms and Systems 2002: 36-42 - [c29]Yoganand Balagurunathan, Ronaldo Fumio Hashimoto, Seungchan Kim, Junior Barrera, Edward R. Dougherty:
Granulometric classifiers from small samples. Image Processing: Algorithms and Systems 2002: 100-107 - [c28]Martha Torres, Nina S. T. Hirata, Junior Barrera:
High-performance algorithm for Boolean function minimization: the partitioned incremental splitting of intervals (PISI). Image Processing: Algorithms and Systems 2002: 386-395 - 2001
- [j14]Junior Barrera, Ronaldo Fumio Hashimoto:
Sup-Compact and Inf-Compact Representations of W-Operators. Fundam. Informaticae 45(4): 283-294 (2001) - [j13]Edward R. Dougherty, Junior Barrera, Gerard Mozelle, Seungchan Kim, Marcel Brun:
Multiresolution Analysis for Optimal Binary Filters. J. Math. Imaging Vis. 14(1): 53-72 (2001) - [j12]Ronaldo Fumio Hashimoto, Junior Barrera:
From the Sup-Decomposition to Sequential Decompositions. J. Math. Imaging Vis. 15(3): 197-216 (2001) - [c27]Marcel Brun, Junior Barrera, Nina S. T. Hirata, Nestor Walter Trepode, Daniel Oliveira Dantas, Routo Terada:
Multi-Resolution Classification Trees in OCR Design. SIBGRAPI 2001: 59-66 - [c26]Marcel Brun, Roberto Hirata Jr., Junior Barrera, Edward R. Dougherty:
Hybrid Human-Machine Non-Linear Filter Design Using Envelopes. SIBGRAPI 2001: 106-111 - [c25]Roberto Hirata Jr., Junior Barrera, Ronaldo Fumio Hashimoto, Daniel Oliveira Dantas:
Microarray Gridding by Mathematical Morphology. SIBGRAPI 2001: 112-119 - 2000
- [j11]Junior Barrera, Routo Terada, Roberto Hirata Jr., Nina S. T. Hirata:
Automatic Programming of Morphological Machines by PAC Learning. Fundam. Informaticae 41(1-2): 229-258 (2000) - [j10]Vishnu G. Kamat, Edward R. Dougherty, Junior Barrera:
Multiresolution Bayesian design of binary filters. J. Electronic Imaging 9(3): 283-295 (2000) - [j9]Ronaldo Fumio Hashimoto, Junior Barrera, Carlos Eduardo Ferreira:
A Combinatorial Optimization Technique for the Sequential Decomposition of Erosions and Dilations. J. Math. Imaging Vis. 13(1): 17-33 (2000) - [j8]Nina S. T. Hirata, Edward R. Dougherty, Junior Barrera:
A switching algorithm for design of optimal increasing binary filters over large windows. Pattern Recognit. 33(6): 1059-1081 (2000) - [j7]Roberto Hirata Jr., Edward R. Dougherty, Junior Barrera:
Aperture filters. Signal Process. 80(4): 697-721 (2000) - [j6]Junior Barrera, Edward R. Dougherty, Marcel Brun:
Hybrid human-machine binary morphological operator design. An independent constraint approach. Signal Process. 80(8): 1469-1487 (2000) - [c24]Edward R. Dougherty, Junior Barrera, Gerard Mozelle, Seungchan Kim, Marcel Brun:
Multiresolution filter design. Electronic Imaging: Nonlinear Image Processing 2000 - [c23]Vishnu G. Kamat, Edward R. Dougherty, Junior Barrera:
Bayesian multiresolution filter design. Electronic Imaging: Nonlinear Image Processing 2000 - [c22]Junior Barrera, Edward R. Dougherty:
Design of statistically optimal morphological operators. EUSIPCO 2000: 1-4 - [c21]Roberto Hirata, Edward R. Dougherty, Junior Barrera:
Design of gray-scale nonlinear filters via multiresolution apertures. EUSIPCO 2000: 1-4 - [c20]Ronaldo Fumio Hashimoto, Junior Barrera, Edward R. Dougherty:
From the Sup-Decomposition to A Sequential Decomposition. ISMM 2000: 13-22 - [c19]Roberto Hirata Jr., Edward R. Dougherty, Junior Barrera:
Some Applications of Aperture Filters. ISMM 2000: 119-128 - [c18]Junior Barrera, Marcel Brun, Routo Terada, Edward R. Dougherty:
Boosting OCR Classifier by Optimal Edge Noise Filtering. ISMM 2000: 371-380 - [c17]Nina S. T. Hirata, Junior Barrera, Routo Terada:
Text Segmentation by Automatically Designed Morphological Operators. SIBGRAPI 2000: 284-291 - [c16]Franklin César Flores, Roberto Hirata Jr., Junior Barrera, Roberto A. Lotufo, Fernand Meyer:
Morphological Operators for Segmentation of Color Sequences. SIBGRAPI 2000: 300-307 - [c15]Heraldo Maciel França Madeira, Junior Barrera:
Incremental Evaluation of BDD-Represented Set Operators. SIBGRAPI 2000: 308-315 - [c14]Roberto Hirata Jr., Franklin César Flores, Junior Barrera, Roberto A. Lotufo, Fernand Meyer:
Color Image Gradients for Morphological Segmentation. SIBGRAPI 2000: 316-326
1990 – 1999
- 1999
- [c13]Junior Barrera, Edward R. Dougherty, Marcel Brun:
Hybrid human-machine binary morphological operator design. Electronic Imaging: Nonlinear Image Processing 1999 - [c12]Roberto Hirata, Edward R. Dougherty, Junior Barrera:
Optimal range-domain window filters. Electronic Imaging: Nonlinear Image Processing 1999 - [c11]Nina Sumiko Tomita Hirata, Edward R. Dougherty, Junior Barrera:
Efficient switching algorithm for designing increasing binary filters. Electronic Imaging: Nonlinear Image Processing 1999 - [c10]Edward R. Dougherty, Michael L. Bittner, Yidong Chen, Seungchan Kim, Krishnamoorthy Sivakumar, Junior Barrera, Paul S. Meltzer, Jeffrey M. Trent:
Nonlinear filters in genomic control. NSIP 1999: 10-14 - [c9]Nina S. T. Hirata, Junior Barrera, Edward R. Dougherty:
Design of Statistically Optimal Stack Filters. SIBGRAPI 1999: 265-274 - [c8]Ronaldo Fumio Hashimoto, Junior Barrera:
A Simple Algorithm for Decomposing Convex Structuring Elements. SIBGRAPI 1999: 275-282 - [c7]Roberto Hirata Jr., Junior Barrera, Franklin César Flores, Roberto de Alencar Lotufo:
Automatic Design of Morphological Operators for Motion Segmentation. SIBGRAPI 1999: 283-292 - [c6]Heraldo Maciel França Madeira, Junior Barrera, Roberto Hirata Jr., Nina S. T. Hirata:
A New Paradigm for the Architecture of Morphological Machines: Binary Decision Diagrams. SIBGRAPI 1999: 293-302 - 1998
- [j5]Junior Barrera, Gerald Jean Francis Banon, Roberto de Alencar Lotufo, Roberto Hirata Jr.:
MMach: a mathematical morphology toolbox for the KHOROS system. J. Electronic Imaging 7(1): 174-210 (1998) - [c5]Junior Barrera, Marcel Brun:
Translation invariant transformations of discrete random sets. SIBGRAPI 1998: 450-455 - 1997
- [j4]Junior Barrera, Edward R. Dougherty, Nina Sumiko Tomita:
Automatic programming of binary morphological machines by design of statistically optimal operators in the context of computational learning theory. J. Electronic Imaging 6(1): 54-67 (1997) - 1996
- [j3]Jaakko Astola, Junior Barrera:
Guest Editorial: Special Section on Nonlinear Image Processing. J. Electronic Imaging 5(3): 250-251 (1996) - [j2]Junior Barrera, Guillermo Pablo Salas:
Set operations on closed intervals and their applications to the automatic programming of morphological machines. J. Electronic Imaging 5(3): 335-352 (1996) - [c4]Junior Barrera, Guillermo Pablo Salas, Ronaldo Fumio Hashimoto:
Set Operations on Closed Intervals and their Applications to the Automatic Programming of MMach's. ISMM 1996: 377-384 - [c3]Junior Barrera, Routo Terada, Flávio Soares Corrêa da Silva, Nina Sumiko Tomita:
Automatic Programming of MMach's for OCR. ISMM 1996: 385-392 - [c2]Edward R. Dougherty, Junior Barrera:
Morphological paradigm for loss-function-based design of digital filters. Visual Information Processing 1996: 90-97 - 1994
- [c1]Gerald Jean Francis Banon, Junior Barrera:
Set Operator Decomposition and Conditionally Translation Invariant Elementary Operators. ISMM 1994: 5-12 - 1993
- [j1]Gerald Jean Francis Banon, Junior Barrera:
Decomposition of mappings between complete lattices by mathematical morphology, Part I. General lattices. Signal Process. 30(3): 299-327 (1993)
Coauthor Index
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