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Nature-Inspired Computation and Machine Learning

13th Mexican International Conference on Artificial Intelligence, MICAI2014, Tuxtla Gutiérrez, Mexico, November 16-22, 2014. Proceedings, Part II

  • Conference proceedings
  • © 2014

Overview

Editors:
  1. Alexander Gelbukh

    1. Centro de Investigación en Computación, Instituto Politécnico Nacional, Mexico City, Mexico

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  2. Félix Castro Espinoza

    1. Universidad Autónoma del Estado de Hidalgo, Área Académica de Computación y Electrónica, Carretera Pachuca-Tulancingo, Hidalgo, Mexico

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  3. Sofía N. Galicia-Haro

    1. Facultad de ciencias, Universidad Autónoma Nacional de México, México DF, Mexico

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 8857)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Included in the following conference series:

Conference proceedings info: MICAI 2014.

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About this book

The two-volume set LNAI 8856 and LNAI 8857 constitutes the proceedings of the 13th Mexican International Conference on Artificial Intelligence, MICAI 2014, held in Tuxtla, Mexico, in November 2014. The total of 87 papers plus 1 invited talk presented in these proceedings were carefully reviewed and selected from 348 submissions. The first volume deals with advances in human-inspired computing and its applications. It contains 44 papers structured into seven sections: natural language processing, natural language processing applications, opinion mining, sentiment analysis, and social network applications, computer vision, image processing, logic, reasoning, and multi-agent systems, and intelligent tutoring systems. The second volume deals with advances in nature-inspired computation and machine learning and contains also 44 papers structured into eight sections: genetic and evolutionary algorithms, neural networks, machine learning, machine learning applications to audio and text, data mining, fuzzy logic, robotics, planning, and scheduling, and biomedical applications.

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Keywords

Table of contents (44 papers)

  1. Front Matter

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  2. Genetic and Evolutionary Algorithms

    1. Performance Classification of Genetic Algorithms on Continuous Optimization Problems

      • Noel E. Rodriguez-Maya, Mario Graff, Juan J. Flores
      Pages 1-12

    2. A Multi-objective Genetic Algorithm for the Software Project Scheduling Problem

      • Abel García-Nájera, María del Carmen Gómez-Fuentes
      Pages 13-24

    3. An Effective Method for MOGAs Initialization to Solve the Multi-Objective Next Release Problem

      • Thiago Gomes Nepomuceno Da Silva, Leonardo Sampaio Rocha, José Everardo Bessa Maia
      Pages 25-37

    4. Extension of the Method of Musical Composition for the Treatment of Multi-objective Optimization Problems

      • José Roberto Méndez Rosiles, Antonin Ponsich, Eric Alfredo Rincón García, Roman Anselmo Mora Gutiérrez
      Pages 38-49

    5. k-Nearest-Neighbor by Differential Evolution for Time Series Forecasting

      • Erick De La Vega, Juan J. Flores, Mario Graff
      Pages 50-60

    6. A Binary Differential Evolution with Adaptive Parameters Applied to the Multiple Knapsack Problem

      • Leanderson André, Rafael Stubs Parpinelli
      Pages 61-71

  3. Neural Networks

    1. Best Paper Award, First Place

      1. The Best Neural Network Architecture
        • Angel Fernando Kuri-Morales
        Pages 72-84
      2. On the Connection Weight Space Structure of a Two-Neuron Discrete Neural Network: Bifurcations of the Fixed Point at the Origin
        • Jorge Cervantes-Ojeda, María del Carmen Gómez-Fuentes
        Pages 85-94
      3. Stability of Modular Recurrent Trainable Neural Networks
        • Sergio Miguel Hernández Manzano, Ieroham Baruch
        Pages 95-104

    2. Best Paper Award, Second Place

      1. Intelligent Control of Induction Motor Based Comparative Study: Analysis of Two Topologies
        • Moulay Rachid Douiri, El Batoul Mabrouki, Ouissam Belghazi, Mohamed Ferfra, Mohamed Cherkaoui
        Pages 105-115
      2. Auto-Adaptive Neuro-Fuzzy Parameter Regulator for Motor Drive
        • Moulay Rachid Douiri, Mohamed Ferfra, Ouissam Belghazi, Mohamed Cherkaoui
        Pages 116-127

  4. Machine Learning

    1. Voting Algorithms Model with a Support Sets System by Class

      • Dalia Rodríguez-Salas, Manuel S. Lazo-Cortés, Ramón A. Mollineda, J. Arturo Olvera-López, Jorge de la Calleja, Antonio Benitez
      Pages 128-139

    2. A Meta Classifier by Clustering of Classifiers

      • Mohammad Iman Jamnejad, Sajad Parvin, Ali Heidarzadegan, Mohsen Moshki
      Pages 140-151

    3. Multiple Kernel Support Vector Machine Problem Is NP-Complete

      • Luis Carlos Padierna, Juan Martín Carpio, María del Rosario Baltazar, Héctor José Puga, Héctor Joaquín Fraire
      Pages 152-159

    4. Feature Analysis for the Classification of Volcanic Seismic Events Using Support Vector Machines

      • Millaray Curilem, Fernando Huenupan, Cesar San Martin, Gustavo Fuentealba, Carlos Cardona, Luis Franco et al.
      Pages 160-171

    5. A Hierarchical Reinforcement Learning Based Artificial Intelligence for Non-Player Characters in Video Games

      • Hiram Ponce, Ricardo Padilla
      Pages 172-183

    6. Wind Power Forecasting Using Dynamic Bayesian Models

      • Pablo H. Ibargüengoytia, Alberto Reyes, Inés Romero-Leon, David Pech, Uriel A. García, Luis Enrique Sucar et al.
      Pages 184-197

    7. Predictive Models Applied to Heavy Duty Equipment Management

      • Gonzalo Acuña, Millaray Curilem, Beatriz Araya, Francisco Cubillos, Rodrigo Miranda, Fernanda Garrido
      Pages 198-205

    8. Customer Churn Prediction in Telecommunication Industry: With and without Counter-Example

      • Adnan Amin, Changez Khan, Imtiaz Ali, Sajid Anwar
      Pages 206-218
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Other volumes

  1. Human-Inspired Computing and Its Applications

  2. Nature-Inspired Computation and Machine Learning

Editors and Affiliations

  • Centro de Investigación en Computación, Instituto Politécnico Nacional, Mexico City, Mexico

    Alexander Gelbukh

  • Universidad Autónoma del Estado de Hidalgo, Área Académica de Computación y Electrónica, Carretera Pachuca-Tulancingo, Hidalgo, Mexico

    Félix Castro Espinoza

  • Facultad de ciencias, Universidad Autónoma Nacional de México, México DF, Mexico

    Sofía N. Galicia-Haro

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