A Reinforcement Learning Method for Environments with Stochastic Variables: Post-Decision Proximal Policy Optimization with Dual Critic Networks.

Emilio Del-Moral-Hernandez Emílio Del Moral Hernandez http://www.lsi.usp.br/~emilio/ https://orcid.org/0000-0003-4554-168X http://lattes.cnpq.br/2614557064095059 University of São Paulo, Department of Electronic Systems Engineering, Brazil Leonardo Kanashiro Felizardo Edoardo Fadda Paolo Brandimarte Emilio Del-Moral-Hernandez Mariá Cristina Vasconcelos Nascimento A Reinforcement Learning Method for Environments with Stochastic Variables: Post-Decision Proximal Policy Optimization with Dual Critic Networks. 1-8 2025 IJCNN https://doi.org/10.1109/IJCNN64981.2025.11227565 conf/ijcnn/2025 db/conf/ijcnn/ijcnn2025.html#FelizardoFBDN25 streams/conf/ijcnn

Leonardo Kanashiro Felizardo Edoardo Fadda Paolo Brandimarte Emilio Del-Moral-Hernandez Mariá Cristina Vasconcelos Nascimento A Reinforcement Learning Method for Environments with Stochastic Variables: Post-Decision Proximal Policy Optimization with Dual Critic Networks. 2025 April abs/2504.05150 CoRR https://doi.org/10.48550/arXiv.2504.05150 db/journals/corr/corr2504.html#abs-2504-05150 streams/journals/corr

Leonardo Kanashiro Felizardo Edoardo Fadda Emilio Del-Moral-Hernandez Paolo Brandimarte Reinforcement learning approaches for the stochastic discrete lot-sizing problem on parallel machines. 123036 2024 246 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2023.123036 db/journals/eswa/eswa246.html#FelizardoFDB24

Eder Urbinate Fernando Itano Emilio Del-Moral-Hernandez CNN-LSTM Optimized by Genetic Algorithm in Time Series Forecasting: An Automatic Method to Use Deep Learning. 286-295 2023 ICAISC (1) https://doi.org/10.1007/978-3-031-42505-9_25 conf/icaisc/2023-1 db/conf/icaisc/icaisc2023-1.html#UrbinateID23

Elia Yathie Matsumoto Emilio Del-Moral-Hernandez Claudia Emiko Yoshinaga Afonso de Campos Pinto Forecasting US dollar exchange rate movement with computational models and human behavior. 116521 2022 194 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2022.116521 db/journals/eswa/eswa194.html#MatsumotoDYP22

Leonardo Kanashiro Felizardo Francisco Caio Lima Paiva Catharine de Vita Graves Elia Yathie Matsumoto Anna Helena Reali Costa Emilio Del-Moral-Hernandez Paolo Brandimarte Outperforming algorithmic trading reinforcement learning systems: A supervised approach to the cryptocurrency market. 117259 2022 202 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2022.117259 db/journals/eswa/eswa202.html#FelizardoPGMCDB22

Leonardo Kanashiro Felizardo Elia Yathie Matsumoto Emilio Del-Moral-Hernandez Solving the optimal stopping problem with reinforcement learning: an application in financial option exercise. 1-8 2022 IJCNN https://doi.org/10.1109/IJCNN55064.2022.9892333 conf/ijcnn/2022 db/conf/ijcnn/ijcnn2022.html#FelizardoMD22

Leonardo Kanashiro Felizardo Elia Yathie Matsumoto Emilio Del-Moral-Hernandez Solving the optimal stopping problem with reinforcement learning: an application in financial option exercise. 2022 abs/2208.00765 CoRR https://doi.org/10.48550/arXiv.2208.00765 db/journals/corr/corr2208.html#abs-2208-00765

Leonardo Kanashiro Felizardo Francisco Caio Lima Paiva Anna Helena Reali Costa Emilio Del-Moral-Hernandez Reinforcement Learning Applied to Trading Systems: A Survey. 2022 abs/2212.06064 CoRR https://doi.org/10.48550/arXiv.2212.06064 db/journals/corr/corr2212.html#abs-2212-06064

Leandro Augusto da Silva 0001 Bruno P. de Vasconcelos Emilio Del-Moral-Hernandez A model to estimate the Self-Organizing Maps grid dimension for Prototype Generation. 321-338 2021 25 Intell. Data Anal. 2 https://doi.org/10.3233/IDA-205123 db/journals/ida/ida25.html#SilvaVD21

Miguel Angelo de Abreu de Sousa Ricardo Pires Emilio Del-Moral-Hernandez <i>SOMprocessor</i>: A high throughput FPGA-based architecture for implementing Self-Organizing Maps and its application to video processing. 349-362 2020 125 Neural Networks https://doi.org/10.1016/j.neunet.2020.02.019 https://www.wikidata.org/entity/Q90368518 db/journals/nn/nn125.html#SousaPD20

Fernando Itano Ricardo Pires Miguel Angelo de Abreu de Sousa Emilio Del-Moral-Hernandez Human actions recognition in video scenes from multiple camera viewpoints. 223-232 2019 56 Cogn. Syst. Res. https://doi.org/10.1016/j.cogsys.2019.03.010 https://www.wikidata.org/entity/Q128171362 db/journals/cogsr/cogsr56.html#ItanoPSD19

Leonardo Kanashiro Felizardo Roberth Oliveira Emilio Del-Moral-Hernandez Fábio Gagliardi Cozman Comparative study of Bitcoin price prediction using WaveNets, Recurrent Neural Networks and other Machine Learning Methods. 1-6 2019 BESC https://doi.org/10.1109/BESC48373.2019.8963009 conf/besc/2019 db/conf/besc/besc2019.html#FelizardoOHC19

Miguel Angelo de Abreu de Sousa Ricardo Pires Emilio Del-Moral-Hernandez OFDM symbol identification by an unsupervised learning system under dynamically changing channel effects. 3759-3771 2018 30 Neural Comput. Appl. 12 https://doi.org/10.1007/s00521-017-2957-0 db/journals/nca/nca30.html#SousaPD18

Mark Cappello Ferreira de Sousa Miguel Angelo de Abreu de Sousa Emilio Del-Moral-Hernandez Balancing Convolutional Neural Networks Pipeline in FPGAs. 166-175 2018 ICANN (1) https://doi.org/10.1007/978-3-030-01418-6_17 conf/icann/2018-1 db/conf/icann/icann2018-1.html#SousaSD18 Patrick Cadier D'Aquino e Baroni Santos Antonio Carlos Seabra Emilio Del-Moral-Hernandez Comparing methods for the estimation of a stationary battery's capacity. 1-6 2018 ICCE-Berlin https://doi.org/10.1109/ICCE-Berlin.2018.8576203 conf/icce-berlin/2018 db/conf/icce-berlin/icce-berlin2018.html#SantosSD18 Julio Saldaña Pumarica Emilio Del-Moral-Hernandez A CMOS Squarer Based Nonlinear Filter for Spike Detection. 121-124 2018 ICECS https://doi.org/10.1109/ICECS.2018.8617919 conf/icecsys/2018 db/conf/icecsys/icecsys2018.html#PumaricaD18 Fernando Itano Miguel Angelo de Abreu de Sousa Emilio Del-Moral-Hernandez Extending MLP ANN hyper-parameters Optimization by using Genetic Algorithm. 1-8 2018 IJCNN https://doi.org/10.1109/IJCNN.2018.8489520 conf/ijcnn/2018 db/conf/ijcnn/ijcnn2018.html#ItanoSD18 Miguel Angelo de Abreu de Sousa Ricardo Pires Sara D. dos S. Perseghini Emilio Del-Moral-Hernandez An FPGA-based SOM circuit architecture for online learning of 64-QAM data streams. 1-8 2018 IJCNN https://doi.org/10.1109/IJCNN.2018.8489518 conf/ijcnn/2018 db/conf/ijcnn/ijcnn2018.html#SousaPPD18 Miguel Angelo de Abreu de Sousa Emilio Del-Moral-Hernandez An FPGA distributed implementation model for embedded SOM with on-line learning. 3930-3937 2017 IJCNN https://doi.org/10.1109/IJCNN.2017.7966351 conf/ijcnn/2017 db/conf/ijcnn/ijcnn2017.html#SousaD17 Miguel Angelo de Abreu de Sousa Emilio Del-Moral-Hernandez Comparison of three FPGA architectures for embedded multidimensional categorization through Kohonen's self-organizing maps. 1-4 2017 ISCAS https://doi.org/10.1109/ISCAS.2017.8050799 conf/iscas/2017 db/conf/iscas/iscas2017.html#SousaD17

Elia Yathie Matsumoto Emilio Del-Moral-Hernandez Improving regression predictions using individual point reliability estimates based on critical error scenarios. 65-84 2016 374 Inf. Sci. https://doi.org/10.1016/j.ins.2016.09.034 db/journals/isci/isci374.html#MatsumotoD16

Julio Saldaña Pumarica Carlos Silva Cárdenas Emilio Del-Moral-Hernandez A CMOS implementation of the discrete time nonlinear energy operator based on a transconductor-squarer circuit. 395-398 2016 LASCAS https://doi.org/10.1109/LASCAS.2016.7451093 conf/lascas/2016 db/conf/lascas/lascas2016.html#PumaricaCD16

Miguel Angelo de Abreu de Sousa Edson Lemos Horta Sergio Takeo Kofuji Emilio Del-Moral-Hernandez Architecture Analysis of an FPGA-Based Hopfield Neural Network. 602325:1-602325:10 2014 2014 Adv. Artif. Neural Syst. https://doi.org/10.1155/2014/602325 https://www.wikidata.org/entity/Q59042460 db/journals/aans/aans2014.html#SousaHKD14

Elia Yathie Matsumoto Emílio Del Moral Hernandez Estimation of individual prediction reliability using error analysis applied to short-term load forecasting problem. 4206-4313 2014 IJCNN https://doi.org/10.1109/IJCNN.2014.6889700 conf/ijcnn/2014 db/conf/ijcnn/ijcnn2014.html#MatsumotoH14 Elia Yathie Matsumoto Emílio Del Moral Hernandez Using neural networks committee machines to improve outcome prediction assessment in nonlinear regression. 1-8 2013 IJCNN https://doi.org/10.1109/IJCNN.2013.6707023 conf/ijcnn/2013 db/conf/ijcnn/ijcnn2013.html#MatsumotoH13 Leandro Augusto da Silva 0001 Edson C. Kitani Emilio Del-Moral-Hernandez Fine-tuning of the SOMkNN classifier. 1-7 2013 IJCNN https://doi.org/10.1109/IJCNN.2013.6706972 conf/ijcnn/2013 db/conf/ijcnn/ijcnn2013.html#SilvaKH13 Edson Caoru Kitani Emilio Del-Moral-Hernandez Leandro Augusto da Silva 0001 SOMM - Self-Organized Manifold Mapping. 355-362 2012 ICANN (2) https://doi.org/10.1007/978-3-642-33266-1_44 conf/icann/2012-2 db/conf/icann/icann2012-2.html#KitaniHS12 Edson C. Kitani Emilio Del-Moral-Hernandez Leandro Augusto da Silva 0001 Learning Embedded Data Structure with Self-Organizing Maps. 225-234 2012 WSOM https://doi.org/10.1007/978-3-642-35230-0_23 conf/wsom/2012 db/conf/wsom/wsom2012.html#KitaniHS12

Leandro Augusto da Silva 0001 Emilio Del-Moral-Hernandez Ramon Alfredo Moreno Sérgio Shiguemi Furuie Combining wavelets transform and Hu moments with self-organizing maps for medical image categorization. 043002 2011 20 J. Electronic Imaging 4 https://doi.org/10.1117/1.3645598 https://www.wikidata.org/entity/Q59205464 db/journals/jei/jei20.html#SilvaDMF11

Leandro Augusto da Silva 0001 Emilio Del-Moral-Hernandez A SOM combined with KNN for classification task. 2368-2373 2011 IJCNN https://doi.org/10.1109/IJCNN.2011.6033525 conf/ijcnn/2011 db/conf/ijcnn/ijcnn2011.html#SilvaH11 Gilson A. Giraldi Edson C. Kitani Emilio Del-Moral-Hernandez Carlos E. Thomaz Discriminant Component Analysis and Self-Organized Manifold Mapping for Exploring and Understanding Image Face Spaces. 25-38 2011 SIBGRAPI Tutorials https://doi.org/10.1109/SIBGRAPI-T.2011.10 https://doi.ieeecomputersociety.org/10.1109/SIBGRAPI-T.2011.10 conf/sibgrapi/2011t db/conf/sibgrapi/sibgrapi2011t.html#GiraldiKHT11 Eduardo Akira Kinto Emilio Del-Moral-Hernandez SVM - Neighbor based candidate working set selection applied on text-categorization. 1-7 2010 IJCNN https://doi.org/10.1109/IJCNN.2010.5596318 conf/ijcnn/2010 db/conf/ijcnn/ijcnn2010.html#KintoH10 Edson C. Kitani Emílio Del Moral Hernandez Carlos E. Thomaz Leandro Augusto da Silva 0001 Visual Interpretation of Self Organizing Maps. 37-42 2010 SBRN https://doi.org/10.1109/SBRN.2010.15 https://doi.ieeecomputersociety.org/10.1109/SBRN.2010.15 conf/sbrn/2010 db/conf/sbrn/sbrn2010.html#KitaniHTS10 Emilio Del-Moral-Hernandez Humberto Sandmann Gleison Araujo Context dependent pattern recognition - A framework for hybrid architectures bridging chaotic neural networks based on Recursive Processing Elements and symbolic information. 663-670 2009 IJCNN https://doi.org/10.1109/IJCNN.2009.5179061 https://doi.ieeecomputersociety.org/10.1109/IJCNN.2009.5179061 conf/ijcnn/2009 db/conf/ijcnn/ijcnn2009.html#Del-Moral-HernandezSA09 Emilio Del-Moral-Hernandez Chaotic Neural Networks. 275-281 2009 Encyclopedia of Artificial Intelligence http://www.igi-global.com/Bookstore/Chapter.aspx?TitleId=10260 reference/ai/2009 db/reference/ai/ai2009.html#Hernandez09

Leandro Augusto da Silva 0001 Emílio Del Moral Hernandez Rangaraj M. Rangayyan Classification of breast masses using a committee machine of artificial neural networks. 013017 2008 17 J. Electronic Imaging 1 https://doi.org/10.1117/1.2892683 db/journals/jei/jei17.html#SilvaHR08

Clodis Boscarioli Emílio Del Moral Hernandez Leandro Augusto da Silva 0001 Using self Organizing Maps and Nearest-Neighbor to Data Clustering. 463-467 2008 IC-AI conf/icai/2008 db/conf/icai/icai2008.html#BoscarioliHS08 Leandro Augusto da Silva 0001 Humberto Sandmann Emílio Del Moral Hernandez A self-organizing architecture of recursive elements for continuous learning. 2784-2791 2008 IJCNN https://doi.org/10.1109/IJCNN.2008.4634190 conf/ijcnn/2008 db/conf/ijcnn/ijcnn2008.html#SilvaSH08 Emílio Del Moral Hernandez RPE-BAM networks: Bidirectional heteroassociation in neural networks of recursive nodes with rich dynamics. 4020-4027 2008 IJCNN https://doi.org/10.1109/IJCNN.2008.4634376 conf/ijcnn/2008 db/conf/ijcnn/ijcnn2008.html#Hernandez08 Renato José Sassi Leandro Augusto da Silva 0001 Emílio Del Moral Hernandez A Methodology Using Neural Network to Cluster Validity Discovered from a Marketing Database. 3-8 2008 SBRN https://doi.org/10.1109/SBRN.2008.26 https://doi.ieeecomputersociety.org/10.1109/SBRN.2008.26 conf/sbrn/2008 db/conf/sbrn/sbrn2008.html#SassiSH08 Emílio Del Moral Hernandez Performing Neuro-Like Computation Through Attractor Networks with Nodes with Rich Dynamics. 3080-3085 2007 IJCNN https://doi.org/10.1109/IJCNN.2007.4371452 conf/ijcnn/2007 db/conf/ijcnn/ijcnn2007.html#Hernandez07 Leandro Augusto da Silva 0001 Ramon Alfredo Moreno Sérgio Shiguemi Furuie Emílio Del Moral Hernandez Medical Image Categorization Based on Wavelet Transform and Self-Organizing Map. 353-356 2007 ISDA https://doi.org/10.1109/ISDA.2007.100 https://doi.ieeecomputersociety.org/10.1109/ISDA.2007.100 conf/isda/2007 db/conf/isda/isda2007.html#SilvaMFH07 Eduardo Akira Kinto Emílio Del Moral Hernandez Alexis Marcano-Cedeño Francisco Javier Ropero Peláez A Preliminary Neural Model for Movement Direction Recognition Based on Biologically Plausible Plasticity Rules. 628-636 2007 conf/iwinac/2007-2 IWINAC (2) https://doi.org/10.1007/978-3-540-73055-2_65 https://www.wikidata.org/entity/Q58656479 db/conf/iwinac/iwinac2007-2.html#KintoHMP07 Julio Saldaña Pumarica Emílio Del Moral Hernandez Carlos Silva Cárdenas CMOS encoder for scale-independent pattern recognition. 241-244 2007 SBCCI https://doi.org/10.1145/1284480.1284545 conf/sbcci/2007 db/conf/sbcci/sbcci2007.html#PumaricaHC07 Renato José Sassi Leandro Augusto da Silva 0001 Emílio Del Moral Hernandez Neural Networks and Rough Sets: A comparative study on data classification. 175-180 2006 conf/icai/2006-1 IC-AI db/conf/icai/icai2006-1.html#SassiSH06 Emílio Del Moral Hernandez Fragmented Basins of Attraction of Recursive Processing Elements in Associative Neural Networks and its Impact on Pattern Recovery Performance. 645-652 2006 IJCNN https://doi.org/10.1109/IJCNN.2006.246744 conf/ijcnn/2006 db/conf/ijcnn/ijcnn2006.html#Hernandez06 Emílio Del Moral Hernandez Chaotic Searches and Stable Spatio-temporal Patterns as a Naturally Emergent Mixture in Networks of Spiking Neural Oscillators with Rich Dynamics. 4506-4513 2006 IJCNN https://doi.org/10.1109/IJCNN.2006.247075 conf/ijcnn/2006 db/conf/ijcnn/ijcnn2006.html#Hernandez06a

Emílio Del Moral Hernandez Non-homogenous neural networks with chaotic recursive nodes: Connectivity and multi-assemblies structures in recursive processing elements architectures. 532-540 2005 18 Neural Networks 5-6 https://doi.org/10.1016/j.neunet.2005.06.035 https://www.wikidata.org/entity/Q51376438 db/journals/nn/nn18.html#Hernandez05

Carlos Silva Santos João Eduardo Kögler Jr. Emílio Del Moral Hernandez Using independent subspace analysis for selecting filters used in texture processing. 465-468 2005 conf/icip/2005 ICIP (1) https://doi.org/10.1109/ICIP.2005.1529788 db/conf/icip/icip2005-1.html#SantosKH05 Emilio Del-Moral-Hernandez Non-homogenous structures in neural networks with chaotic recursive nodes: dealing with diverse multi-assemblies architectures, connectivity and arbitrary bifurcating nodes. 3306-3310 2005 IJCNN https://doi.org/10.1109/IJCNN.2005.1556458 conf/ijcnn/2005 db/conf/ijcnn/ijcnn2005.html#DelMoralHernandez05 streams/conf/ijcnn Emílio Del Moral Hernandez Humberto Sandmann Leonardo Augusto da Silva Pattern recovery in networks of recursive processing elements with continuous learning. 2004 IJCNN https://doi.org/10.1109/IJCNN.2004.1379877 conf/ijcnn/2004 db/conf/ijcnn/ijcnn2004.html#HernandezSS04 streams/conf/ijcnn Clayton Silva Oliveira Emílio Del Moral Hernandez Forms of adapting patterns to Hopfield neural networks with larger number of nodes and higher storage capacity. 937-942 2004 IJCNN https://doi.org/10.1109/IJCNN.2004.1380057 conf/ijcnn/2004 db/conf/ijcnn/ijcnn2004.html#OliveiraH04 streams/conf/ijcnn Emílio Del Moral Hernandez Leandro Augusto da Silva 0001 A new hybrid neural architecture (MLP+RPE) for hetero association: multi layer perceptron and coupled recursive processing elements neural networks. 1533-1538 2004 IJCNN https://doi.org/10.1109/IJCNN.2004.1380182 conf/ijcnn/2004 db/conf/ijcnn/ijcnn2004.html#HernandezS04 streams/conf/ijcnn Emílio Del Moral Hernandez Contrasting coupling strategies in associative neural networks with chaotic recursive processing elements. 250-255 2004 conf/nci/2004 Neural Networks and Computational Intelligence db/conf/nci/nci2004.html#Hernandez04

Emílio Del Moral Hernandez Neural networks with chaotic recursive nodes: techniques for the design of associative memories, contrast with Hopfield architectures, and extensions for time-dependent inputs. 675-682 2003 16 Neural Networks 5-6 https://doi.org/10.1016/S0893-6080(03)00125-4 https://www.wikidata.org/entity/Q39654284 db/journals/nn/nn16.html#Hernandez03

Emílio Del Moral Hernandez Neural networks with chaotic recursive nodes: design of associative memories, performance analysis, and contrast with traditional Hopfield architectures. 353-358 2003 IJCNN https://doi.org/10.1109/IJCNN.2003.1223371 conf/ijcnn/2003 db/conf/ijcnn/ijcnn2003.html#Hernandez03 streams/conf/ijcnn Clayton Silva Oliveira Emílio Del Moral Hernandez MLP+H: A Hybrid Neural Architecture Formed by the Interaction of Hopfield and Multi-Layer Perceptron Neural Networks. 166-173 https://doi.org/10.1007/3-540-44868-3_22 2003 conf/iwann/2003-1 IWANN (1) db/conf/iwann/iwann2003-1.html#OliveiraH03

Fábio Roberto Miranda João Eduardo Kögler Jr. Emílio Del Moral Hernandez Márcio Lobo Netto An artificial life approach for the animation of cognitive characters. 955-964 2001 25 Comput. Graph. 6 https://doi.org/10.1016/S0097-8493(01)00151-0 db/journals/cg/cg25.html#MirandaKHN01

Emílio Del Moral Hernandez Studying Neural Networks of Bifurcating Recursive Processing Elements - Quantitative Methods for Architecture Design and Performance Analysis. 546-553 2001 conf/iwann/2001-1 IWANN (1) https://doi.org/10.1007/3-540-45720-8_65 db/conf/iwann/iwann2001-1.html#Hernandez01 João Eduardo Kögler Jr. Márcio Lobo Netto Emílio Del Moral Hernandez Fábio Roberto Miranda Arena and Woxbot: First Steps Towards Virtual World Simulations. 208- 2001 conf/sibgrapi/2001 SIBGRAPI https://doi.org/10.1109/SIBGRAPI.2001.963057 https://doi.ieeecomputersociety.org/10.1109/SIBGRAPI.2001.963057 db/conf/sibgrapi/sibgrapi2001.html#KoglerNHM01 Emílio Del Moral Hernandez Bifurcating Pulsed Neural Networks, Chaotic Neural Networks and Parametric Recursions: Conciliating Different Frameworks in Neuro-Like Computing. 423-428 2000 conf/ijcnn/2000-6 IJCNN (6) https://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.10013 db/conf/ijcnn/ijcnn2000-6.html#Hernandez00 Nabil H. Farhat Emílio Del Moral Hernandez Gee-Hyuk Lee Strategies for Autonomous Adaptation and Learning in Dynamical Networks. 417-426 1997 conf/iwann/1997 IWANN db/conf/iwann/iwann1997.html#FarhatHL97 https://doi.org/10.1007/BFb0032500 Nabil H. Farhat Emílio Del Moral Hernandez Logistic Networks With DNA-Like Encoding and Interactions. 216-222 1995 conf/iwann/1995 IWANN db/conf/iwann/iwann1995.html#FarhatH95 https://doi.org/10.1007/3-540-59497-3_178 Gleison Araujo Clodis Boscarioli Paolo Brandimarte Carlos Silva Cárdenas Anna Helena Reali Costa Fábio G. CozmanFábio Gagliardi Cozman Edoardo Fadda Nabil H. Farhat Leonardo Kanashiro Felizardo Sérgio Shiguemi Furuie Gilson A. Giraldi Catharine de Vita Graves Edson Lemos Horta Fernando Itano Eduardo Akira Kinto Edson C. KitaniEdson Caoru Kitani Sergio Takeo Kofuji João Eduardo Kögler Jr. Gee-Hyuk Lee Alexis Marcano-Cedeño Elia Yathie Matsumoto Fábio Roberto Miranda Ramon Alfredo Moreno Mariá Cristina Vasconcelos Nascimento Márcio Lobo Netto Clayton Silva Oliveira Roberth Oliveira Francisco Caio Lima Paiva Francisco Javier Ropero Peláez Sara D. dos S. Perseghini Afonso de Campos Pinto Ricardo Pires Julio Saldaña Pumarica Rangaraj M. Rangayyan Humberto Sandmann Carlos Silva Santos Patrick Cadier D'Aquino e Baroni Santos Renato José Sassi Antonio Carlos Seabra Leandro Augusto da Silva 0001 Leonardo Augusto da Silva Mark Cappello Ferreira de Sousa Miguel Angelo de Abreu de Sousa Carlos E. Thomaz Eder Urbinate Bruno P. de Vasconcelos Claudia Emiko Yoshinaga