Nature-Inspired Computation and Machine Learning

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

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.

• affective computing
• autonomous agents
• biometrics
• computer vision
• distributed systems
• evolutionary computation
• fuzzy logic
• genetic algorithms
• image enhancement
• information retrieval
• linguistics
• memetic algorithms
• multi-agent systems
• neural networks
• object detection
• ontology design
• optimization problems
• pattern recognition
• recommender system
• speech recognition

• 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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