Echo State Networks and Extreme Learning Machines: A Comparative Study on Seasonal Streamflow Series Prediction. - Hugo Valadares Siqueira; Levy Boccato; Romis Attux; Christiano Lyra (ICONIP (2), 2012)

Echo State Networks for Seasonal Streamflow Series Forecasting. - Hugo Valadares Siqueira; Levy Boccato; Romis Attux; Christiano Lyra Filho (IDEAL, 2012)

Unorganized machines to seasonal streamflow series forecasting. - Hugo Valadares Siqueira (2013)

Unorganized Machines for seasonal streamflow Series Forecasting. - Hugo Valadares Siqueira; Levy Boccato; Romis Attux; Christiano Lyra (Int. J. Neural Syst., 2014)

Unorganized neural networks applied to streamflow forecasting of Passo Real hydroelectric plant. - Hugo Valadares Siqueira; Levy Boccato; Ivette Luna; Christiano Lyra (LA-CCI, 2016)

Unorganized machines to predict hospital admissions for respiratory diseases. - Yara de Souza Tadano; Hugo Valadares Siqueira; Thiago Antonini Alves (LA-CCI, 2016)

Application of PSO-based clustering algorithms on educational databases. - Pedro B. Santos; Mariana Macedo; Elliackin M. N. Figueiredo; Clodomir J. Santana Jr.; Fabiana Soares; Hugo Siqueira 001; Alexandre Magno Andrade Maciel; Anuradha Gokhale; Carmelo J. A. Bastos Filho (LA-CCI, 2017)

Double-Swarm Binary Particle Swarm Optimization. - Hugo Siqueira 001; Elliackin M. N. Figueiredo; Mariana Macedo; Clodomir J. Santana Jr.; Pedro B. Santos; Carmelo J. A. Bastos Filho; Anu A. Gokhale (CEC, 2018)

Seasonal Streamflow Series Forecasting Using Recurrent Neural Networks. - Jonatas Trabuco Belotti; Lilian N. A. Lazzarin; Fábio Luiz Usberti; Hugo Siqueira 001 (LA-CCI, 2018)

Hyper-Heuristics Using Genetic Programming to Time Series Forecasting. - Mariana Macedo; Carlos Henrique Macedo dos Santos; Eronita Maria Luizines Van Leijden; João Fausto Lorenzato de Oliveira; Fernando Buarque de Lima Neto; Hugo Siqueira 001 (LA-CCI, 2018)

Boolean Binary Cat Swarm Optimization Algorithm. - Hugo Siqueira 001; Elliackin M. N. Figueiredo; Mariana Macedo; Clodomir J. Santana Jr.; Carmelo J. A. Bastos Filho; Anu A. Gokhale (LA-CCI, 2018)

Performance analysis of unorganized machines in streamflow forecasting of Brazilian plants. - Hugo Valadares Siqueira; Levy Boccato; Ivette Luna; Romis Attux; Christiano Lyra (Appl. Soft Comput., 2018)

SBFSS: Simplified Binary Fish School Search. - Clodomir J. Santana Jr.; Carmelo J. A. Bastos Filho; Mariana Macedo; Hugo Siqueira 001 (CEC, 2019)

Investigation of College Dropout with the Fuzzy C-Means Algorithm. - Mariana Macedo; Clodomir J. Santana Jr.; Hugo Siqueira 001; Rodrigo L. Rodrigues; Jorge Luis Cavalcanti Ramos; João Carlos Sedraz Silva; Alexandre Magno Andrade Maciel; Carmelo J. A. Bastos Filho (ICALT, 2019)

Swarm intelligence for clustering - A systematic review with new perspectives on data mining. - Elliackin M. N. Figueiredo; Mariana Macedo; Hugo Valadares Siqueira; Clodomir J. Santana Jr.; Anu Gokhale; Carmelo J. A. Bastos Filho (Eng. Appl. Artif. Intell., 2019)

A novel binary artificial bee colony algorithm. - Clodomir J. Santana Jr.; Mariana Macedo; Hugo Siqueira 001; Anu Gokhale; Carmelo J. A. Bastos Filho (Future Gener. Comput. Syst., 2019)

Sunspot behavior forecast using neural networks approaches. - Sthefanie Monica Premebida; Denise Pechebovicz; Thiago Camargo; Henrique Nazário; Vinicios Soares; Virgínia H. V. Baroncini; Erikson Freitas de Morais; Hugo Siqueira 001; Diego Oliva; Marcella S. R. Martins (ICIT, 2020)

A Hybrid Nonlinear Combination System for Monthly Wind Speed Forecasting. - Paulo S. G. de Mattos Neto; João Fausto Lorenzato de Oliveira; Domingos S. de O. Junior; Hugo Valadares Siqueira; Manoel Henrique da Nobrega Marinho; Francisco Madeiro (IEEE Access, 2020)

Convolutional Neural Network to Detect and Measure Fetal Skull Circumference in Ultrasound Imaging. - Everton Leonardo Skeika; Mathias Rodrigues Da Luz; Bruno José Torres Fernandes; Hugo Valadares Siqueira; Mauren Louise Sguario C. Andrade (IEEE Access, 2020)

Feature selection and dimensionality reduction: An extensive comparison in hand gesture classification by sEMG in eight channels armband approach. - José Jair Alves Mendes Junior; Melissa La Banca Freitas; Hugo Valadares Siqueira; André Eugênio Lazzaretti; Sérgio Francisco Pichorim; Sergio Luiz Stevan Jr. (Biomed. Signal Process. Control., 2020)

Multi-objective ensembles of echo state networks and extreme learning machines for streamflow series forecasting. - Victor Henrique Alves Ribeiro; Gilberto Reynoso-Meza; Hugo Valadares Siqueira (Eng. Appl. Artif. Intell., 2020)

Ensemble method based on Artificial Neural Networks to estimate air pollution health risks. - Lilian N. Araujo; Jonatas Trabuco Belotti; Thiago Antonini Alves; Yara de Souza Tadano; Hugo Siqueira 001 (Environ. Model. Softw., 2020)

Sensors and Systems for Physical Rehabilitation and Health Monitoring - A Review. - Lucas Medeiros Souza do Nascimento; Lucas Vacilotto Bonfati; Melissa La Banca Freitas; José Jair Alves Mendes Junior; Hugo Valadares Siqueira; Sergio Luiz Stevan Jr. (Sensors, 2020)

Optimization Tools Based on Metaheuristics for Performance Enhancement in a Gaussian Adaptive PID Controller. - Erickson Diogo Pereira Puchta; Hugo Valadares Siqueira; Mauricio dos Santos Kaster (IEEE Trans. Cybern., 2020)

A Hybrid Model With Error Correction for Wind Speed Forecasting. - Tathiana M. Barchi; Lucas Francesco Piccioni Costa; Erickson Diogo Pereira Puchta; Marcella S. R. Martins; Mauren Louise Sguario C. Andrade; Paulo S. G. de Mattos Neto; Hugo Valadares Siqueira (LA-CCI, 2021)

Modelling the Social Interactions in Grey Wolf Optimizer. - Rodrigo C. Lira; Mariana Macedo; Hugo Valadares Siqueira; Ronaldo Menezes; Carmelo J. A. Bastos Filho (LA-CCI, 2021)

Performance comparison of machine learning models for streamflow forecasting. - José Fernando de Toledo; Patrícia Teixeira Leite Assano; Hugo Valadares Siqueira; Rodrigo Sacchi (LA-CCI, 2021)

Overview on Binary Optimization Using Swarm-Inspired Algorithms. - Mariana Macedo; Hugo Siqueira 001; Elliackin M. N. Figueiredo; Clodomir J. Santana Jr.; Rodrigo C. Lira; Anu Gokhale; Carmelo J. A. Bastos Filho (IEEE Access, 2021)

Neural-Based Ensembles for Particulate Matter Forecasting. - Paulo S. G. de Mattos Neto; Paulo Renato A. Firmino; Hugo Siqueira 001; Yara de Souza Tadano; Thiago Antonini Alves; João Fausto Lorenzato de Oliveira; Manoel Henrique da Nobrega Marinho; Francisco Madeiro (IEEE Access, 2021)

Analysis of Bayesian Network Learning Techniques for a Hybrid Multi-objective Bayesian Estimation of Distribution Algorithm: a case study on MNK Landscape. - Marcella S. R. Martins; Mohamed El Yafrani; Myriam Regattieri Delgado; Ricardo Lüders; Roberto Santana 001; Hugo Valadares Siqueira; Huseyin Gokhan Akcay; Belaïd Ahiod (J. Heuristics, 2021)

Simplified binary cat swarm optimization. - Hugo Siqueira 001; Clodomir J. Santana Jr.; Mariana Macedo; Elliackin M. N. Figueiredo; Anuradha Gokhale; Carmelo J. A. Bastos Filho (Integr. Comput. Aided Eng., 2021)

An adaptive hybrid system using deep learning for wind speed forecasting. - Paulo S. G. de Mattos Neto; João F. L. de Oliveira; Domingos S. de O. Junior; Hugo Valadares Siqueira; Manoel Henrique da Nobrega Marinho; Francisco Madeiro (Inf. Sci., 2021)

Energy Consumption Forecasting for Smart Meters Using Extreme Learning Machine Ensemble. - Paulo S. G. de Mattos Neto; João F. L. de Oliveira; Priscilla Bassetto; Hugo Valadares Siqueira; Luciano Barbosa; Emilly Pereira Alves; Manoel Henrique da Nobrega Marinho; Guilherme Ferretti Rissi; Fu Li (Sensors, 2021)

Boolean Binary Grey Wolf Optimizer. - Rodrigo Cesar Lira; Mariana Macedo; Hugo Valadares Siqueira; Carmelo J. A. Bastos Filho (LA-CCI, 2022)

Hybrid Models Based on Error Correction to Predict Thermoelectric Power Plants Fuel Consumption. - Elias Amancio Siqueira-Filho; Maira Farias Andrade Lira; Hugo Valadares Siqueira; Carmelo J. A. Bastos Filho (LA-CCI, 2022)

Metaheuristics-Based Optimization of a Robust GAPID Adaptive Control Applied to a DC Motor-Driven Rotating Beam with Variable Load. - Fábio Galvão Borges; Márcio Guerreiro; Paulo Eduardo Sampaio Sampaio Monteiro; Frederic Conrad Janzen; Fernanda Cristina Corrêa; Sergio Luiz Stevan Jr.; Hugo Valadares Siqueira; Mauricio dos Santos Kaster (Sensors, 2022)

Applying Reinforcement Learning for Multiple Functions in Swarm Intelligence. - André A. V. Escorel Ribeiro; Rodrigo Cesar Lira; Mariana Macedo; Hugo Valadares Siqueira; Carmelo J. A. Bastos Filho (BRACIS (2), 2023)

Applying Reinforcement Learning to Combine Multiple Swarm-based Algorithms. - Rodrigo Cesar Lira; Mariana Macedo; Hugo Valadares Siqueira; Carmelo J. A. Bastos Filho (LA-CCI, 2023)

Vehicle Industry Big Data Analysis Using Clustering Approaches. - Lenon Diniz Seixas; Fernanda Cristina Corrêa; Hugo Valadares Siqueira; Flavio Trojan; Paulo Afonso (OL2A (2), 2023)

Integrating Reinforcement Learning and Optimization Task: Evaluating an Agent to Dynamically Select PSO Communication Topology. - Rodrigo Cesar Lira; Mariana Macedo; Hugo Valadares Siqueira; Carmelo J. A. Bastos Filho (ICSI (2), 2023)

Bio-Inspired Multi-Objective Algorithms Applied on the Optimization of the AODV's Routing Recovery Mechanism. - Clodomir J. Santana Jr.; Mariana Macedo; Emilly Pereira Alves; Márcio Guerreiro; Hugo Valadares Siqueira; Anuradha Gokhale; Carmelo J. A. Bastos Filho (IEEE Access, 2023)

Climate Indices Impact in Monthly Streamflow Series Forecasting. - José Fernando de Toledo; Hugo Valadares Siqueira; Lucas Henrique Biuk; Rodrigo Sacchi; Rodrigo Da Rosa Azambuja; Roberto Asano Junior; Patricia Teixeira Leite Asano (IEEE Access, 2023)

Recursive linear models optimized by bioinspired metaheuristics to streamflow time series prediction. - Hugo Siqueira 001; Jonatas Trabuco Belotti; Levy Boccato; Ivette Luna; Romis Attux; Christiano Lyra (Int. Trans. Oper. Res., 2023)

Correlation Analysis of In-Vehicle Sensors Data and Driver Signals in Identifying Driving and Driver Behaviors. - Lucas Vacilotto Bonfati; José Jair Alves Mendes Junior; Hugo Valadares Siqueira; Sergio Luiz Stevan Jr. (Sensors, 2023)

Surgical Instrument Signaling Gesture Recognition Using Surface Electromyography Signals. - Melissa La Banca Freitas; José Jair Alves Mendes Junior; Thiago Simões Dias; Hugo Valadares Siqueira; Sergio Luiz Stevan Jr. (Sensors, 2023)

Neural Networks And Ensemble Based Architectures To Automatic Musical Harmonization: A Performance Comparison. - Lucas Francesco Piccioni Costa; Tathiana M. Barchi; Erikson Freitas de Morais; Andres E. Coca; Elder Schemberger; Marcella S. R. Martins; Hugo Valadares Siqueira (Appl. Artif. Intell., 2023)

Exploring Social Dynamics in a Reinforcement Learning-based Metaheuristic: A study using Improvement Frequency and Population Turnover. - Rodrigo Cesar Lira; Mariana Macedo; Hugo Valadares Siqueira; Carmelo J. A. Bastos Filho (LA-CCI, 2024)

Evaluating PID Controller Tuning via Metaheuristics: A Comparative Case Study. - Murilo Moreira Mello; Hugo Valadares Siqueira; Jeferson José de Lima; Marcella Scoczynski (LA-CCI, 2024)

Hybridized artificial intelligence models with nature-inspired algorithms for river flow modeling: A comprehensive review, assessment, and possible future research directions. - Hai Tao; Sani Isah Abba; Ahmed M. Al-Areeq; Fredolin Tangang; Sandeep Samantaray; Abinash Sahoo; Hugo Valadares Siqueira; Saman Maroufpoor; Vahdettin Demir; Neeraj Dhanraj Bokde; Leonardo Goliatt; Mehdi Jamei; et al. (Eng. Appl. Artif. Intell., 2024)

Multivariate and hybrid data-driven models to predict thermoelectric power plants fuel consumption. - Elias Amancio Siqueira-Filho; Maira Farias Andrade Lira; Hugo Valadares Siqueira; Carmelo J. A. Bastos Filho (Expert Syst. Appl., 2024)