Renato A. Krohling

ORCID

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 44

Top Venues

CoRR

IJCNN

ITQM

Comput. Electron. Agric.

Saarland University, Saarbrücken, Germany (PHD)

Education History

Saarland University, Saarbrücken, Germany

PHD

Publications

Carlos A. S. da Silva, Renato A. Krohling
An extreme learning machine algorithm for semi-supervised classification of unbalanced data streams with concept drift. Multim. Tools Appl. 83 (13) (2024)
Flavio P. Loss, Pedro H. da Cunha, Matheus B. Rocha, Madson Poltronieri Zanoni, Leandro M. de Lima, Isadora Tavares Nascimento, Isabella Rezende, Tania R. P. Canuto, Luciana de Paula Vieira, Renan Rossoni, Maria C. S. Santos, Patricia Lyra Frasson, Wanderson Romão, Paulo R. Filgueiras, Renato A. Krohling
Skin cancer diagnosis using NIR spectroscopy data of skin lesions in vivo using machine learning algorithms. CoRR (2024)
André Luiz Netto Casotti, Renato A. Krohling
A multi-objective formulation for the team formation problem using Krippendorff's disagreement and sociometric cohesion with Pareto-solutions obtained via evolutionary algorithms. Comput. Oper. Res. 161 (2024)
Breno Aguiar Krohling, Renato A. Krohling
1D Convolutional neural networks and machine learning algorithms for spectral data classification with a case study for Covid-19. CoRR (2023)
Renato A. Krohling
Bayesian artificial brain with ChatGPT. CoRR (2023)
José G. M. Esgario, Renato A. Krohling
Beyond Visual Image: Automated Diagnosis of Pigmented Skin Lesions Combining Clinical Image Features with Patient Data. CoRR (2022)
Eduarda C. Coppo, Rhuan S. Caetano, Leandro M. de Lima, Renato A. Krohling
Student Dropout Prediction using 1D CNN-LSTM with Variational Autoencoder Oversampling. LA-CCI (2022)
Leandro M. de Lima, Renato A. Krohling
Exploring Advances in Transformers and CNN for Skin Lesion Diagnosis on Small Datasets. CoRR (2022)
Leandro M. de Lima, Renato A. Krohling
Exploring Advances in Transformers and CNN for Skin Lesion Diagnosis on Small Datasets. BRACIS (2) (2022)
Elivelto Ebermam, Helder Knidel, Renato A. Krohling
Development of a hybrid method for stock trading based on TOPSIS, EMD and ELM. CoRR (2022)
Renato A. Krohling, Erick R. F. A. Schneider
Solving integer multi-objective optimization problems using TOPSIS, Differential Evolution and Tabu Search. CoRR (2022)
Pedro P. Ladeira, Leandro M. de Lima, Renato A. Krohling
A visualization tool for data analysis on higher education dropout: a case study at UFES. CoRR (2022)
Leandro M. de Lima, Renato A. Krohling
Discovering an Aid Policy to Minimize Student Evasion Using Offline Reinforcement Learning. CoRR (2021)
Breno Krohling, Pedro B. C. Castro, André G. C. Pacheco, Renato A. Krohling
A Smartphone based Application for Skin Cancer Classification Using Deep Learning with Clinical Images and Lesion Information. CoRR (2021)
Leandro M. de Lima, Renato A. Krohling
Discovering an Aid Policy to Minimize Student Evasion Using Offline Reinforcement Learning. IJCNN (2021)
André G. C. Pacheco, Renato A. Krohling
An Attention-Based Mechanism to Combine Images and Metadata in Deep Learning Models Applied to Skin Cancer Classification. IEEE J. Biomed. Health Informatics 25 (9) (2021)
Lucas M. Tassis, João E. Tozzi de Souza, Renato A. Krohling
A deep learning approach combining instance and semantic segmentation to identify diseases and pests of coffee leaves from in-field images. Comput. Electron. Agric. 186 (2021)
José G. M. Esgario, Renato A. Krohling, Jose A. Ventura
Deep learning for classification and severity estimation of coffee leaf biotic stress. Comput. Electron. Agric. 169 (2020)
André G. C. Pacheco, Thomas Trappenberg, Renato A. Krohling
Learning dynamic weights for an ensemble of deep models applied to medical imaging classification. IJCNN (2020)
Pedro B. C. Castro, Breno Krohling, André G. C. Pacheco, Renato A. Krohling
An app to detect melanoma using deep learning: An approach to handle imbalanced data based on evolutionary algorithms. IJCNN (2020)
André G. C. Pacheco, Renato A. Krohling
The impact of patient clinical information on automated skin cancer detection. Comput. Biol. Medicine 116 (2020)
André G. C. Pacheco, Chandramouli Shama Sastry, Thomas Trappenberg, Sageev Oore, Renato A. Krohling
On Out-of-Distribution Detection Algorithms with Deep Neural Skin Cancer Classifiers. CVPR Workshops (2020)
Carlos A. S. da Silva, Renato A. Krohling
Semi-Supervised Online Elastic Extreme Learning Machine with Forgetting Parameter to deal with concept drift in data streams. IJCNN (2019)
Gabriel De Angelo, André G. C. Pacheco, Renato A. Krohling
Skin lesion segmentation using deep learning for images acquired from smartphones. IJCNN (2019)
André G. C. Pacheco, Renato A. Krohling
The impact of patient clinical information on automated skin cancer detection. CoRR (2019)
Giuliano L. Manso, Helder Knidel, Renato A. Krohling, Jose A. Ventura
A smartphone application to detection and classification of coffee leaf miner and coffee leaf rust. CoRR (2019)
José G. M. Esgario, Renato A. Krohling, Jose A. Ventura
Deep Learning for Classification and Severity Estimation of Coffee Leaf Biotic Stress. CoRR (2019)
Renato A. Krohling, André G. C. Pacheco, Guilherme Artem dos Santos
TODIM and TOPSIS with Z-numbers. Frontiers Inf. Technol. Electron. Eng. 20 (2) (2019)
José G. M. Esgario, Iago E. da Silva, Renato A. Krohling
Application of Genetic Algorithms to the Multiple Team Formation Problem. CoRR (2019)
André G. C. Pacheco, Renato A. Krohling
Recent advances in deep learning applied to skin cancer detection. CoRR (2019)
Elivelto Ebermam, Gabriel De Angelo, Helder Knidel, Renato A. Krohling
Empirical Mode Decomposition, Extreme Learning Machine and Long Short-Term Memory for Time Series Prediction: A Comparative Study. BRACIS (2018)
André G. C. Pacheco, Renato A. Krohling
Aggregation of neural classifiers using Choquet integral with respect to a fuzzy measure. Neurocomputing 292 (2018)
Carlos A. S. da Silva, Renato A. Krohling
Semi-Supervised Online Elastic Extreme Learning Machine for Data Classification. IJCNN (2018)
Iago E. da Silva, Renato A. Krohling
A Fuzzy Sociometric Approach to Human Resource Allocation. FUZZ-IEEE (2018)
André G. C. Pacheco, Renato A. Krohling
An approach to improve online sequential extreme learning machines using restricted Boltzmann machines. IJCNN (2018)
André G. C. Pacheco, Renato A. Krohling, Carlos A. S. da Silva
Restricted Boltzmann machine to determine the input weights for extreme learning machines. Expert Syst. Appl. 96 (2018)
José G. M. Esgario, Renato A. Krohling
Clustering with Minimum Spanning Tree using TOPSIS with Multi-Criteria Information. FUZZ-IEEE (2018)
Rodolfo Lourenzutti, Renato A. Krohling, Marek Z. Reformat
Choquet based TOPSIS and TODIM for dynamic and heterogeneous decision making with criteria interaction. Inf. Sci. 408 (2017)
André G. C. Pacheco, Renato A. Krohling, Carlos A. S. da Silva
Restricted Boltzmann machine to determine the input weights for extreme learning machines. CoRR (2017)
Mauro Campos, Renato A. Krohling
Entropy-based bare bones particle swarm for dynamic constrained optimization. Knowl. Based Syst. 97 (2016)
Davi E. N. Frossard, Igor O. Nunes, Renato A. Krohling
An approach to dealing with missing values in heterogeneous data using k-nearest neighbors. CoRR (2016)
André G. C. Pacheco, Renato A. Krohling
Ranking of classification algorithms in terms of mean-standard deviation using A-TOPSIS. CoRR (2016)
Renato A. Krohling, Guilherme Artem dos Santos, André G. C. Pacheco
TODIM and TOPSIS with Z-numbers. CoRR (2016)
Rodolfo Lourenzutti, Renato A. Krohling
A generalized TOPSIS method for group decision making with heterogeneous information in a dynamic environment. Inf. Sci. 330 (2016)
Rafael Hrasko, André G. C. Pacheco, Renato A. Krohling
Time Series Prediction Using Restricted Boltzmann Machines and Backpropagation. ITQM (2015)
Felipe Luchi, Renato A. Krohling
Differential Evolution and Nelder-mead for Constrained Non-linear Integer Optimization Problems. ITQM (2015)
Rodolfo Lourenzutti, Renato A. Krohling
TODIM Based Method to Process Heterogeneous Information. ITQM (2015)
Renato A. Krohling, André G. C. Pacheco
A-TOPSIS - An Approach Based on TOPSIS for Ranking Evolutionary Algorithms. ITQM (2015)
Renato A. Krohling, Rodolfo Lourenzutti, Mauro Campos
Ranking and comparing evolutionary algorithms with Hellinger-TOPSIS. Appl. Soft Comput. 37 (2015)
Renato A. Krohling, André G. C. Pacheco
Interval-valued Intuitionistic Fuzzy TODIM. ITQM (2014)
Mauro Campos, Renato A. Krohling
Bare bones particle swarm with scale mixtures of Gaussians for dynamic constrained optimization. IEEE Congress on Evolutionary Computation (2014)
Erick R. F. A. Schneider, Renato A. Krohling
A hybrid approach using TOPSIS, Differential Evolution, and Tabu Search to find multiple solutions of constrained non-linear integer optimization problems. Knowl. Based Syst. 62 (2014)
Rodolfo Lourenzutti, Renato A. Krohling
The Hellinger distance in Multicriteria Decision Making: An illustration to the TOPSIS and TODIM methods. Expert Syst. Appl. 41 (9) (2014)
Mauro Campos, Renato A. Krohling, Ivan Enriquez
Bare Bones Particle Swarm Optimization With Scale Matrix Adaptation. IEEE Trans. Cybern. 44 (9) (2014)
Mauro Campos, Renato A. Krohling
Hierarchical bare bones particle swarm for solving constrained optimization problems. IEEE Congress on Evolutionary Computation (2013)
Rodolfo Lourenzutti, Renato A. Krohling
A study of TODIM in a intuitionistic fuzzy and random environment. Expert Syst. Appl. 40 (16) (2013)
Renato A. Krohling, André G. C. Pacheco, André L. T. Siviero
IF-TODIM: An intuitionistic fuzzy TODIM to multi-criteria decision making. Knowl. Based Syst. 53 (2013)
Renato A. Krohling, Talles T. M. de Souza
Combining prospect theory and fuzzy numbers to multi-criteria decision making. Expert Syst. Appl. 39 (13) (2012)
Gilberto A. S. Segundo, Renato A. Krohling, Rodrigo C. Cosme
A differential evolution approach for solving constrained min-max optimization problems. Expert Syst. Appl. 39 (18) (2012)
Fábio Fabris, Renato A. Krohling
A co-evolutionary differential evolution algorithm for solving min-max optimization problems implemented on GPU using C-CUDA. Expert Syst. Appl. 39 (12) (2012)
Renato A. Krohling, Vinicius C. Campanharo
Fuzzy TOPSIS for group decision making: A case study for accidents with oil spill in the sea. Expert Syst. Appl. 38 (4) (2011)
Eduardo Mendel, Renato A. Krohling, Mauro Campos
Swarm algorithms with chaotic jumps applied to noisy optimization problems. Inf. Sci. 181 (20) (2011)
Lucas de Paula Veronese, Renato A. Krohling
Differential evolution algorithm on the GPU with C-CUDA. IEEE Congress on Evolutionary Computation (2010)
Renato A. Krohling, Eduardo Mendel
Bare Bones Particle Swarm Optimization with Gaussian or Cauchy jumps. IEEE Congress on Evolutionary Computation (2009)
Renato A. Krohling, Mauro Campos, Patrick Borges
Bare Bones Particle Swarm Applied to Parameter Estimation of Mixed Weibull Distribution. WSC (2009)
Lucas de Paula Veronese, Renato A. Krohling
Swarm's flight: Accelerating the particles using C-CUDA. IEEE Congress on Evolutionary Computation (2009)
Renato A. Krohling, Leandro dos Santos Coelho
PSO-E: Particle Swarm with Exponential Distribution. IEEE Congress on Evolutionary Computation (2006)
Renato A. Krohling, Leandro dos Santos Coelho
Coevolutionary Particle Swarm Optimization Using Gaussian Distribution for Solving Constrained Optimization Problems. IEEE Trans. Syst. Man Cybern. Part B 36 (6) (2006)
Leandro dos Santos Coelho, Renato A. Krohling
Nonlinear System Identification Based on B-Spline Neural Network and Modified Particle Swarm Optimization. IJCNN (2006)
Andi Asmara, Renato A. Krohling, Frank Hoffmann
Parameter tuning of a computed-torque controller for a 5 degree of freedom robot arm using co-evolutionary particle swarm optimization. SIS (2005)
Renato A. Krohling
Gaussian particle swarm with jumps. Congress on Evolutionary Computation (2005)
Renato A. Krohling, Frank Hoffmann, Leandro dos Santos Coelho
Co-evolutionary particle swarm optimization for min-max problems using Gaussian distribution. IEEE Congress on Evolutionary Computation (2004)
Renato A. Krohling, Helder Knidel, Yuhui Shi
Solving numerical equations of hydraulic problems using particle swarm optimization. IEEE Congress on Evolutionary Computation (2002)
Leandro dos Santos Coelho, Antonio Augusto Rodrigues Coelho, Renato A. Krohling
Parameters tuning of multivariable controllers based on memetic algorithm: fundamentals and application. ISIC (2002)
Yuhui Shi, Renato A. Krohling
Co-evolutionary particle swarm optimization to solve min-max problems. IEEE Congress on Evolutionary Computation (2002)
Renato A. Krohling, Joost P. Rey
Design of optimal disturbance rejection PID controllers using genetic algorithms. IEEE Trans. Evol. Comput. 5 (1) (2001)

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Publication Activity (10 Years)

Top Topics

Top Venues

Renato A. Krohling