Applications of Computational Intelligence: First IEEE Colombian Conference, ColCACI 2018, Medellín, Colombia, May 16-18, 2018, Revised Selected Papers

Description

This book constitutes the thoroughly refereed proceedings of the First IEEE Colombian Conference, ColCACI 2018, held in Medellin, Colombia, in May 2018. The 17 full papers presented were carefully reviewed and selected from 60 submissions. The papers are organized in topical sections on artificial neural networks; computational intelligence; computer science. Front Matter ....Pages I-XII Front Matter ....Pages 1-1 Spatial and Temporal Feature Extraction Using a Restricted Boltzmann Machine Model (Jefferson Hernandez, Andres G. Abad)....Pages 3-13 Application of Transfer Learning for Object Recognition Using Convolutional Neural Networks (Jesús Alfonso López Sotelo, Nicolás Díaz Salazar, Gustavo Andres Salazar Gomez)....Pages 14-25 SOM-Like Neural Network and Differential Evolution for Multi-level Image Segmentation and Classification in Slit-Lamp Images (Hans Israel Morales-Lopez, Israel Cruz-Vega, Juan Manuel Ramirez-Cortes, Hayde Peregrina-Barreto, Jose Rangel-Magdaleno)....Pages 26-37 Implementation of a Neural Control System Based on PI Control for a Non-linear Process (Diego F. Sendoya-Losada, Diana C. Vargas-Duque, Ingrid J. Ávila-Plazas)....Pages 38-49 Filter Banks as Proposal in Electrical Motors Fault Discrimination (Jhonattan Bulla, Alvaro David Orjuela-Cañón, Oscar D. Flórez)....Pages 50-62 Discrimination of Nonlinear Loads in Electric Energy Generation Systems Using Harmonic Information (Juan de Dios Fuentes Velandia, Alvaro David Orjuela-Cañón, Héctor Iván Tangarife Escobar)....Pages 63-74 A Systematic Literature Review of Hardware Neural Networks (Dorfell Parra, Carlos Camargo)....Pages 75-86 Front Matter ....Pages 87-87 On Computing the Variance of a Fuzzy Number (Juan Carlos Figueroa-García, Miguel Alberto Melgarejo-Rey, José Jairo Soriano-Mendez)....Pages 89-98 eHealth Services Based on Monte Carlo Algorithms to Anticipate and Lessen the Progress of Type-2 Diabetes (Huber Nieto-Chaupis)....Pages 99-110 Predicting Student Drop-Out Rates Using Data Mining Techniques: A Case Study (Boris Pérez, Camilo Castellanos, Darío Correal)....Pages 111-125 Comparison of Evolutionary Algorithms for Estimation of Parameters of the Equivalent Circuit of an AC Motor (Guillermo A. Ramos, Jesus A. Lopez)....Pages 126-136 Cost-Balance Setting of MapReduce and Spark-Based Architectures for SVM (Mario Alberto Giraldo Londoño, John Freddy Duitama, Julián David Arias-Londoño)....Pages 137-149 Front Matter ....Pages 151-151 Nonlinear Methodologies for Climate Studies in the Peruvian Northeast Coast (Huber Nieto-Chaupis)....Pages 153-164 Spectral Image Fusion for Increasing the Spatio-Spectral Resolution Through Side Information (Andrés Jerez, Hans Garcia, Henry Arguello)....Pages 165-176 Evaluation of a Modified Current Selective Harmonic Elimination Technique Applied in Low Voltage Power Systems (Paola Beltran, Fabian Martínez López, Oscar Flórez Cediel)....Pages 177-186 About the Effectiveness of Teleconsults to Evaluate the Progress of Type-2 Diabetes and Depression (Huber Nieto-Chaupis)....Pages 187-199 Optimal Dimensioning of Electrical Distribution Networks Considering Stochastic Load Demand and Voltage Levels (Esteban Inga, Miguel Campaña, Roberto Hincapié, Oswaldo Moscoso-Zea)....Pages 200-215 Back Matter ....Pages 217-217