Computational Neuroscience

1. Front Matter

   Pages I-X

   PDF

2. Neural Networks

   1. Front Matter

      Pages 1-1

      PDF

   2. A Network of Spiking Neurons Performing a Relational Categorization Task

      • Lucas Ferreira Alves, Fernando Lopes Araujo Junior, Bruno Andre Santos, Rogerio Martins Gomes

      Pages 3-16

   3. Chaotic Synchronization of Neural Networks in FPGA

      • Elias de Almeida Ramos, Vitor Bandeira, Ricardo Reis, Guilherme Bontorin

      Pages 17-30

   4. Assessing the Performance of Convolutional Neural Networks on Classifying Disorders in Apple Tree Leaves

      • Pedro Ballester, Ulisses B. Correa, Marco Birck, Ricardo Araujo

      Pages 31-38

   5. Towards Graffiti Classification in Weakly Labeled Images Using Convolutional Neural Networks

      • Glauco R. Munsberg, Pedro Ballester, Marco F. Birck, Ulisses B. Correa, Virginia O. Andersson, Ricardo M. Araujo

      Pages 39-48

   6. Computational Models for the Propagation of Spreading Depression Waves

      • Guillem Via, Jean Faber, Esper Abrão Cavalheiro

      Pages 49-60

3. Artificial Intelligence

   1. Front Matter

      Pages 61-61

      PDF

   2. How Artificial Intelligence is Supporting Neuroscience Research: A Discussion About Foundations, Methods and Applications

      • Rafael T. Gonzalez, Jaime A. Riascos, Dante A. C. Barone

      Pages 63-77

4. Computer Vision

   1. Front Matter

      Pages 79-79

      PDF

   2. Investigating Crime Rate Prediction Using Street-Level Images and Siamese Convolutional Neural Networks

      • Virginia O. Andersson, Marco A. F. Birck, Ricardo M. Araujo

      Pages 81-93

   3. Developing of a Video-Based Model for UAV Autonomous Navigation

      • Wilbert G. Aguilar, Vinicio S. Salcedo, David S. Sandoval, Bryan Cobeña

      Pages 94-105

5. Machine Learning

   1. Front Matter

      Pages 107-107

      PDF

   2. Cyberbullying Classification Using Extreme Learning Machine Applied to Portuguese Language

      • Jim Jones da Silveira Marciano, Eduardo Mazoni Andrade Marçal Mendes, Márcio Falcão Santos Barroso

      Pages 109-117

   3. Pseudorehearsal Approach for Incremental Learning of Deep Convolutional Neural Networks

      • Diego Mellado, Carolina Saavedra, Stéren Chabert, Rodrigo Salas

      Pages 118-126

6. Graphics Systems and Interfaces

   1. Front Matter

      Pages 127-127

      PDF

   2. A Brain Computer Interface Using VEP and MMSC for Driving a Mechanical Arm

      • Marcos Antônio Abdalla Júnior, Carlos Alberto Cimini Júnior, Márcio Falcão Santos Barroso, Leonardo Bonato Félix

      Pages 129-142

   3. An Adaptive User Interface Based on Psychological Test and Task-Relevance

      • Jaime A. Riascos, Luciana P. Nedel, Dante C. Barone

      Pages 143-155

7. Decision Trees

   1. Front Matter

      Pages 157-157

      PDF

   2. Decision Tree to Analyses EEG Signal: A Case Study Using Spatial Activities

      • Narúsci dos Santos Bastos, Diana Francisca Adamatti, Cleo Zanella Billa

      Pages 159-169

This book constitutes the thoroughly refereed proceedings of the First International Workshop of Computational Neuroscience, held in Porto Allegre, Brazil, in November 2017.The 12 full papers and 3 short papers presented have been thoroughly reviewed andselected from 40 submissions. The papers are organized in topical sections: neural networks; artificial intelligence; computer vision; machine learning; graphic systems and interfaces; decision trees; nonlinear equations; nano-electromechanical systems.

 

• neuro-science
• neuro-engineering
• artificial intelligence
• neural networks.
• computer vision
• machine learning
• grapic systems and interfaces
• decision trees
• nonlinear equations
• nano-electromechanical systems
• software engineering
• databases
• cloud computing
• ICT for agronomy

• Federal University of Rio Grande do Sul, Porto Alegre, Brazil

  Dante Augusto Couto Barone

• Federal Institute of Education, Science and Technology of Bahia, Camacari, Brazil

  Eduardo Oliveira Teles

• Federal Institute of Education, Science and Technology Farroupilha, Santa Maria, Brazil

  Christian Puhlmann Brackmann

Policies and ethics