Hybrid Artificial Intelligent Systems: 15th International Conference, HAIS 2020, Gijón, Spain, November 11-13, 2020, Proceedings (Lecture Notes in Artificial Intelligence Book 12344)

This book constitutes the refereed proceedings of the 15th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2020, held in Gijón, Spain, in November 2020. The 65 regular papers presented in this book were carefully reviewed and selected from 106 submissions. The papers are grouped into these topics: advanced data processing and visualization techniques; bio-inspired models and optimization; learning algorithms; data mining, knowledge discovery and big data; and hybrid artificial intelligence applications. Front Matter ....Pages i-xix Front Matter ....Pages 1-1 Generative Adversarial Network with Guided Generator for Non-stationary Noise Cancelation (Kyung-Hyun Lim, Jin-Young Kim, Sung-Bae Cho)....Pages 3-12 Fake News Detection by Means of Uncertainty Weighted Causal Graphs (Eduardo C. Garrido-Merchán, Cristina Puente, Rafael Palacios)....Pages 13-24 An Hybrid Registration Method for SLAM with the M8 Quanergy LiDAR (Marina Aguilar-Moreno, Manuel Graña)....Pages 25-35 An Adaptive Neighborhood Retrieval Visualizer (Dominik Olszewski)....Pages 36-48 A Fast SSVEP-Based Brain-Computer Interface (Tania Jorajuría, Marisol Gómez, Carmen Vidaurre)....Pages 49-60 Visual Analytics for Production Line Failure Detection (Unai Arrieta, Ander García, Mikel Lorente, Ángel Maleta)....Pages 61-72 Missing Data Imputation for Continuous Variables Based on Multivariate Adaptive Regression Splines (Fernando Sánchez Lasheras, Paulino José García Nieto, Esperanza García-Gonzalo, Francisco Argüeso Gómez, Francisco Javier Rodríguez Iglesias, Ana Suárez Sánchez et al.)....Pages 73-85 Clustering and Regression to Impute Missing Values of Robot Performance (Ángel Arroyo, Nuño Basurto, Carlos Cambra, Álvaro Herrero)....Pages 86-94 A Simple Classification Ensemble for ADL and Falls (Enrique A. de la Cal, Mirko Fáñez, Mario Villar, Jose R. Villar, Victor Suárez)....Pages 95-106 Joint Entity Summary and Attribute Embeddings for Entity Alignment Between Knowledge Graphs (Rumana Ferdous Munne, Ryutaro Ichise)....Pages 107-119 Employing Decision Templates to Imbalanced Data Classification (Szymon Wojciechowski, Michał Woźniak)....Pages 120-131 Comparison of Labeling Methods for Behavioral Activity Classification Based on Gaze Ethograms (Javier de Lope, Manuel Graña)....Pages 132-144 Front Matter ....Pages 145-145 PBIL for Optimizing Hyperparameters of Convolutional Neural Networks and STL Decomposition (Roberto A. Vasco-Carofilis, Miguel A. Gutiérrez-Naranjo, Miguel Cárdenas-Montes)....Pages 147-159 An Evolutionary Approach to Automatic Keyword Selection for Twitter Data Analysis (Oduwa Edo-Osagie, Beatriz De La Iglesia, Iain Lake, Obaghe Edeghere)....Pages 160-171 PreCLAS: An Evolutionary Tool for Unsupervised Feature Selection (Jessica A. Carballido, Ignacio Ponzoni, Rocío L. Cecchini)....Pages 172-182 RADSSo: An Automated Tool for the multi-CASH Machine Learning Problem (Noemí DeCastro-García, Ángel Luis Muñoz Castañeda, Mario Fernández-Rodríguez)....Pages 183-194 A Metaheuristic Algorithm to Face the Graph Coloring Problem (A. Guzmán-Ponce, J. R. Marcial-Romero, R. M. Valdovinos, R. Alejo, E. E. Granda-Gutiérrez)....Pages 195-208 Tardiness Minimisation for Job Shop Scheduling with Interval Uncertainty (Hernán Díaz, Juan José Palacios, Irene Díaz, Camino R. Vela, Inés González-Rodríguez)....Pages 209-220 Modified Grid Searches for Hyper-Parameter Optimization (David López, Carlos M. Alaíz, José R. Dorronsoro)....Pages 221-232 Supervised Hyperparameter Estimation for Anomaly Detection (Juan Bella, Ángela Fernández, José R. Dorronsoro)....Pages 233-244 Using the Variational-Quantum-Eigensolver (VQE) to Create an Intelligent Social Workers Schedule Problem Solver (Parfait Atchade Adelomou, Elisabet Golobardes Ribé, Xavier Vilasís Cardona)....Pages 245-260 Fully Fuzzy Multi-objective Berth Allocation Problem (Boris Pérez-Cañedo, José Luis Verdegay, Alejandro Rosete, Eduardo René Concepción-Morales)....Pages 261-272 Analysis of the Genetic Algorithm Operators for the Node Location Problem in Local Positioning Systems (Rubén Ferrero-Guillén, Javier Díez-González, Rubén Álvarez, Hilde Pérez)....Pages 273-283 Optimization of Learning Strategies for ARTM-Based Topic Models (Maria Khodorchenko, Sergey Teryoshkin, Timur Sokhin, Nikolay Butakov)....Pages 284-296 Front Matter ....Pages 297-297 A Cluster-Based Under-Sampling Algorithm for Class-Imbalanced Data (A. Guzmán-Ponce, R. M. Valdovinos, J. S. Sánchez)....Pages 299-311 Comparing Knowledge-Based Reinforcement Learning to Neural Networks in a Strategy Game (Liudmyla Nechepurenko, Viktor Voss, Vyacheslav Gritsenko)....Pages 312-328 Clustering Techniques Performance Analysis for a Solar Thermal Collector Hybrid Model Implementation (María Teresa García-Ordás, Héctor Alaiz-Moretón, José-Luis Casteleiro-Roca, Esteban Jove, José Alberto Benítez Andrades, Carmen Benavides Cuellar et al.)....Pages 329-340 A Hybrid One-Class Topology for Non-convex Sets (Esteban Jove, José-Luis Casteleiro-Roca, Héctor Quintián, Francisco Zayas-Gato, Roberto Casado-Vara, Bruno Baruque et al.)....Pages 341-349 A Machine Consciousness Architecture Based on Deep Learning and Gaussian Processes (Eduardo C. Garrido Merchán, Martin Molina)....Pages 350-361 Some Experiments on the Influence of Problem Hardness in Morphological Development Based Learning of Neural Controllers (M. Naya-Varela, A. Faina, R. J. Duro)....Pages 362-373 Importance Weighted Adversarial Variational Bayes (Marta Gómez-Sancho, Daniel Hernández-Lobato)....Pages 374-386 Global and Saturated Probabilistic Approximations Based on Generalized Maximal Consistent Blocks (Patrick G. Clark, Jerzy W. Grzymala-Busse, Zdzislaw S. Hippe, Teresa Mroczek, Rafal Niemiec)....Pages 387-396 Evaluation of Error Metrics for Meta-learning Label Definition in the Forecasting Task (Moisés R. Santos, Leandro R. Mundim, André C. P. L. F. Carvalho)....Pages 397-409 Averaging-Based Ensemble Methods for the Partial Label Ranking Problem (Juan C. Alfaro, Juan A. Aledo, José A. Gámez)....Pages 410-423 Agglomerative Constrained Clustering Through Similarity and Distance Recalculation (Germán González-Almagro, Juan Luis Suarez, Julián Luengo, José-Ramón Cano, Salvador García)....Pages 424-436 Multi-expert Methods Evaluation on Financial and Economic Data: Introducing Bag of Experts (A. C. Umaquinga-Criollo, J. D. Tamayo-Quintero, M. N. Moreno-García, J. A. Riascos, D. H. Peluffo-Ordóñez)....Pages 437-449 The Borda Count as a Tool for Reducing the Influence of the Distance Function on kmeans (Noelia Rico, Raúl Pérez-Fernández, Irene Díaz)....Pages 450-461 Front Matter ....Pages 463-463 Opinion Mining System for Twitter Sentiment Analysis (Pâmella A. Aquino, Vivian F. López, María N. Moreno, María D. Muñoz, Sara Rodríguez)....Pages 465-476 An Expert System for Building Energy Management Through the Web of Things (Daniel Ibaseta, Julio Molleda, Martín Álvarez, Fidel Díez)....Pages 477-485 Simulating Users in a Social Media Platform Using Multi-agent Systems (Daniel Pérez, Estefanía Argente)....Pages 486-498 First Steps Towards State Representation Learning for Cognitive Robotics (Blaž Meden, Abraham Prieto, Peter Peer, Francisco Bellas)....Pages 499-510 Hybridized White Learning in Cloud-Based Picture Archiving and Communication System for Predictability and Interpretability (Antonio J. Tallón-Ballesteros, Simon Fong, Tengyue Li, Lian-sheng Liu, Thomas Hanne, Weiwei Lin)....Pages 511-521 A New Forecasting Algorithm Based on Neighbors for Streaming Electricity Time Series (P. Jiménez-Herrera, L. Melgar-García, G. Asencio-Cortés, A. Troncoso)....Pages 522-533 Effective Bin Picking Approach by Combining Deep Learning and Point Cloud Processing Techniques (Alberto Tellaeche Iglesias, Iker Pastor-López, Borja Sanz Urquijo, Pablo García-Bringas)....Pages 534-545 Forecasting Security Alerts Based on Time Series (Patrik Pekarčík, Andrej Gajdoš, Pavol Sokol)....Pages 546-557 Front Matter ....Pages 559-559 A Real Time Vision System Based on Deep Learning for Gesture Based Human Machine Interaction (Alberto Tellaeche Iglesias, Iker Pastor-López, Borja Sanz Urquijo, Pablo García-Bringas)....Pages 561-572 Tourists Movement Analysis Based on Entropies of Markov Process (Naohiro Ishii, Kazuya Odagiri, Hidekazu Iwamoto, Satoshi Takahashi, Kazunori Iwata, Tokuro Matsuo)....Pages 573-584 Clustering Imputation for Air Pollution Data (Wedad Alahamade, Iain Lake, Claire E. Reeves, Beatriz De La Iglesia)....Pages 585-597 Identifying and Counting Vehicles in Multiple Lanes by Using a Low-Cost Vehicle-Mounted Sensor for Intelligent Traffic Management Systems (Elnaz Namazi, Jingyue Li, Rudolf Mester, Chaoru Lu)....Pages 598-611 Minimizing Attributes for Prediction of Cardiovascular Diseases (Roberto Porto Solano, Jose M. Molina)....Pages 612-619 A Neural Approach to Ordinal Regression for the Preventive Assessment of Developmental Dyslexia (Francisco J. Martinez-Murcia, Andres Ortiz, Marco A. Formoso, Miguel Lopez-Zamora, Juan Luis Luque, Almudena Gimenez)....Pages 620-630 Fall Detection Based on Local Peaks and Machine Learning (José R. Villar, Mario Villar, Mirko Fañez, Enrique de la Cal, Javier Sedano)....Pages 631-643 Neural Networks for Background Rejection in DEAP-3600 Detector (Iñaki Rodríguez-García, Vicente Pesudo, Roberto Santorelli, Miguel Cárdenas-Montes, on behalf of the DEAP-3600 Collaboration)....Pages 644-654 Dyslexia Detection from EEG Signals Using SSA Component Correlation and Convolutional Neural Networks (Andrés Ortiz, Francisco J. Martínez-Murcia, Marco A. Formoso, Juan Luis Luque, Auxiliadora Sánchez)....Pages 655-664 Local Binary Pattern Features to Detect Anomalies in Machined Workpiece (Lidia Sánchez-González, Virginia Riego, Manuel Castejón-Limas, Laura Fernández-Robles)....Pages 665-673 Early Fully-Convolutional Approach to Wavefront Imaging on Solar Adaptive Optics Simulations (Francisco García Riesgo, Sergio Luis Suárez Gómez, Jesús Daniel Santos Rodríguez, Carlos González Gutiérrez, Enrique Díez Alonso, Francisco Javier Iglesias Rodríguez et al.)....Pages 674-685 Modeling a Specific Commercial Single Proton Exchange Membrane Fuel Cell (Jose Manuel Lopez-Guede, Julian Estevez, Manuel Graña)....Pages 686-697 Deep Learning for House Categorisation, a Proposal Towards Automation in Land Registry (David Garcia-Retuerta, Roberto Casado-Vara, Jose L. Calvo-Rolle, Héctor Quintián, Javier Prieto)....Pages 698-705 On the Identification of Critical Questions in the PISA for Schools Program (Noelia Rico, Pedro Alonso, Laura Muñiz-Rodríguez, Raúl Pérez-Fernández, Luis J. Rodríguez-Muñiz, Irene Díaz)....Pages 706-717 Exploratory Analysis of Radiomics Features on a Head and Neck Cancer Public Dataset (Oier Echaniz, Carlos M. Chiesa-Estomba, Manuel Graña)....Pages 718-728 Stroke Rehabilitation: Detection of Finger Movements (Diego Aranda-Orna, José R. Villar, Javier Sedano)....Pages 729-738 A Hybrid Bio-inspired Clustering Approach for Diagnosing Children with Primary Headache Disorder (Svetlana Simić, Slađana Sakač, Zorana Banković, José R. Villar, Svetislav D. Simić, Dragan Simić)....Pages 739-750 Artificial Neural Networks for Tours of Multiple Asteroids (Giulia Viavattene, Matteo Ceriotti)....Pages 751-762 Deep Learning for Scene Recognition from Visual Data: A Survey (Alina Matei, Andreea Glavan, Estefanía Talavera)....Pages 763-773 Cost-Efficiency of Convolutional Neural Networks for High-Dimensional EEG Classification (Javier León, Andrés Ortiz, Miguel Damas, Jesús González, Julio Ortega)....Pages 774-785 Back Matter ....Pages 787-789