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Hybrid Artificial Intelligent Systems

16th International Conference, HAIS 2021, Bilbao, Spain, September 22–24, 2021, Proceedings

  • Conference proceedings
  • © 2021

Overview

Editors:
  1. Hugo Sanjurjo González

    1. University of Deusto, Bilbao, Spain

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  2. Iker Pastor López

    1. University of Deusto, Bilbao, Spain

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  3. Pablo García Bringas

    1. University of Deusto, Bilbao, Spain

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  4. Héctor Quintián

    1. University of A Coruña, A Coruña, Spain

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  5. Emilio Corchado

    1. University of Salamanca, Salamanca, Spain

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12886)

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

Included in the following conference series:

Conference proceedings info: HAIS 2021.

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Table of contents (56 papers)

  1. Front Matter

    Pages i-xvi
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  2. Data Mining, Knowledge Discovery and Big Data

    1. Front Matter

      Pages 1-1
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    2. Document Similarity by Word Clustering with Semantic Distance

      • Toshinori Deguchi, Naohiro Ishii
      Pages 3-14

    3. PSO-PARSIMONY: A New Methodology for Searching for Accurate and Parsimonious Models with Particle Swarm Optimization. Application for Predicting the Force-Displacement Curve in T-stub Steel Connections

      • Julio Fernandez Ceniceros, Andres Sanz-Garcia, Alpha Pernia-Espinoza, Francisco Javier Martinez-de-Pison
      Pages 15-26

    4. Content-Based Authorship Identification for Short Texts in Social Media Networks

      • José Gaviria de la Puerta, Iker Pastor-López, Javier Salcedo Hernández, Alberto Tellaeche, Borja Sanz, Hugo Sanjurjo-González et al.
      Pages 27-37

    5. A Novel Pre-processing Method for Enhancing Classification Over Sensor Data Streams Using Subspace Probability Detection

      • Yan Zhong, Tengyue Li, Simon Fong, Xuqi Li, Antonio J. Tallón-Ballesteros, Sabah Mohammed
      Pages 38-49

  3. Bio-inspired Models and Evolutionary Computation

    1. Front Matter

      Pages 51-51
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    2. Remaining Useful Life Estimation Using a Recurrent Variational Autoencoder

      • Nahuel Costa, Luciano Sánchez
      Pages 53-64

    3. Open-Ended Learning of Reactive Knowledge in Cognitive Robotics Based on Neuroevolution

      • A. Romero, F. Bellas, R. J. Duro
      Pages 65-76

    4. Managing Gene Expression in Evolutionary Algorithms with Gene Regulatory Networks

      • Michael Cilliers, Duncan A. Coulter
      Pages 77-87

    5. Evolutionary Optimization of Neuro-Symbolic Integration for Phishing URL Detection

      • Kyoung-Won Park, Seok-Jun Bu, Sung-Bae Cho
      Pages 88-100

    6. Interurban Electric Vehicle Charging Stations Through Genetic Algorithms

      • Jaume Jordán, Pasqual Martí, Javier Palanca, Vicente Julian, Vicente Botti
      Pages 101-112

    7. An Effective Hybrid Genetic Algorithm for Solving the Generalized Traveling Salesman Problem

      • Ovidiu Cosma, Petrică C. Pop, Laura Cosma
      Pages 113-123

    8. A Simple Genetic Algorithm for the Critical Node Detection Problem

      • Mihai-Alexandru Suciu, Noémi Gaskó, Tamás Képes, Rodica Ioana Lung
      Pages 124-133

  4. Learning Algorithms

    1. Front Matter

      Pages 135-135
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    2. Window Size Optimization for Gaussian Processes in Large Time Series Forecasting

      • Juan Luis Gómez-González, Miguel Cárdenas-Montes
      Pages 137-148

    3. A Binary Classification Model for Toxicity Prediction in Drug Design

      • Génesis Varela-Salinas, Hugo E. Camacho-Cruz, Alfredo Juaŕez Saldivar, Jose L. Martinez-Rodriguez, Josue Rodriguez-Rodriguez, Carlos Garcia-Perez
      Pages 149-157

    4. Structure Learning of High-Order Dynamic Bayesian Networks via Particle Swarm Optimization with Order Invariant Encoding

      • David Quesada, Concha Bielza, Pedro Larrañaga
      Pages 158-171

    5. Prototype Generation for Multi-label Nearest Neighbours Classification

      • Stefanos Ougiaroglou, Panagiotis Filippakis, Georgios Evangelidis
      Pages 172-183

    6. Learning Bipedal Walking Through Morphological Development

      • M. Naya-Varela, A. Faina, R. J. Duro
      Pages 184-195
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  1. Hybrid Artificial Intelligent Systems

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About this book

This book constitutes the refereed proceedings of the 16th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2021, held in Bilbao, Spain, in September 2021.

The 44 full and 11 short papers presented in this book were carefully reviewed and selected from 81 submissions. The papers are grouped into these topics: data mining, knowledge discovery and big data; bio-inspired models and evolutionary computation; learning algorithms; visual analysis and advanced data processing techniques; machine learning applications; hybrid intelligent applications; deep learning applications; and optimization problem applications.

Editors and Affiliations

  • University of Deusto, Bilbao, Spain

    Hugo Sanjurjo González, Iker Pastor López, Pablo García Bringas

  • University of A Coruña, A Coruña, Spain

    Héctor Quintián

  • University of Salamanca, Salamanca, Spain

    Emilio Corchado

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