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16th HAIS 2021: Bilbao, Spain
- Hugo Sanjurjo-González
, Iker Pastor-López
, Pablo García Bringas
, Héctor Quintián
, Emilio Corchado
:
Hybrid Artificial Intelligent Systems - 16th International Conference, HAIS 2021, Bilbao, Spain, September 22-24, 2021, Proceedings. Lecture Notes in Computer Science 12886, Springer 2021, ISBN 978-3-030-86270-1
Data Mining, Knowledge Discovery and Big Data
- Toshinori Deguchi, Naohiro Ishii:
Document Similarity by Word Clustering with Semantic Distance. 3-14 - Julio Fernández-Ceniceros, Andrés Sanz-García
, Alpha V. Pernía-Espinoza
, Francisco Javier Martínez de Pisón
:
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. 15-26 - José Gaviria de la Puerta
, Iker Pastor-López
, Javier Salcedo-Hernández, Alberto Tellaeche
, Borja Sanz
, Hugo Sanjurjo-González
, Alfredo Cuzzocrea
, Pablo García Bringas
:
Content-Based Authorship Identification for Short Texts in Social Media Networks. 27-37 - Yan Zhong
, Tengyue Li
, Simon Fong
, Xuqi Li, Antonio J. Tallón-Ballesteros
, Sabah Mohammed
:
A Novel Pre-processing Method for Enhancing Classification Over Sensor Data Streams Using Subspace Probability Detection. 38-49
Bio-inspired Models and Evolutionary Computation
- Nahuel Costa
, Luciano Sánchez
:
Remaining Useful Life Estimation Using a Recurrent Variational Autoencoder. 53-64 - Alejandro Romero, Francisco Bellas
, Richard J. Duro:
Open-Ended Learning of Reactive Knowledge in Cognitive Robotics Based on Neuroevolution. 65-76 - Michael Cilliers, Duncan A. Coulter:
Managing Gene Expression in Evolutionary Algorithms with Gene Regulatory Networks. 77-87 - Kyoung-Won Park
, Seok-Jun Bu
, Sung-Bae Cho:
Evolutionary Optimization of Neuro-Symbolic Integration for Phishing URL Detection. 88-100 - Jaume Jordán
, Pasqual Martí
, Javier Palanca
, Vicente Julián
, Vicente J. Botti
:
Interurban Electric Vehicle Charging Stations Through Genetic Algorithms. 101-112 - Ovidiu Cosma
, Petrica C. Pop
, Laura Cosma
:
An Effective Hybrid Genetic Algorithm for Solving the Generalized Traveling Salesman Problem. 113-123 - Mihai-Alexandru Suciu
, Noémi Gaskó
, Tamás Képes, Rodica Ioana Lung
:
A Simple Genetic Algorithm for the Critical Node Detection Problem. 124-133
Learning Algorithms
- Juan Luis Gómez-González
, Miguel Cárdenas-Montes
:
Window Size Optimization for Gaussian Processes in Large Time Series Forecasting. 137-148 - Génesis Varela-Salinas
, Hugo Eduardo Camacho Cruz
, Alfredo Juarez Saldivar
, José-Lázaro Martínez-Rodríguez, Adolfo Josué Rodríguez-Rodríguez
, Carlos Armando García-Pérez
:
A Binary Classification Model for Toxicity Prediction in Drug Design. 149-157 - David Quesada
, Concha Bielza
, Pedro Larrañaga
:
Structure Learning of High-Order Dynamic Bayesian Networks via Particle Swarm Optimization with Order Invariant Encoding. 158-171 - Stefanos Ougiaroglou
, Panagiotis Filippakis, Georgios Evangelidis:
Prototype Generation for Multi-label Nearest Neighbours Classification. 172-183 - Martín Naya-Varela
, Andrés Faiña
, Richard J. Duro:
Learning Bipedal Walking Through Morphological Development. 184-195 - Miguel Ramón Viguri Axpe
:
Ethical Challenges from Artificial Intelligence to Legal Practice. 196-206
Visual Analysis and Advanced Data Processing Techniques
- Virginia Riego-Del Castillo
, Lidia Sánchez-González
, Claudia Álvarez-Aparicio
:
Classification of Burrs Using Contour Features of Image in Milling Workpieces. 209-218 - Carlos Ruiz, Carlos M. Alaíz, José R. Dorronsoro:
Adaptive Graph Laplacian for Convex Multi-Task Learning SVM. 219-230 - Eneko Atxa Landa, José Gaviria de la Puerta, Iñigo Lopez-Gazpio, Iker Pastor-López, Alberto Tellaeche, Pablo García Bringas
:
Fight Detection in Images Using Postural Analysis. 231-242 - Alexey K. Kovalev
, Makhmud Shaban, Anfisa A. Chuganskaya
, Aleksandr I. Panov:
Applying Vector Symbolic Architecture and Semiotic Approach to Visual Dialog. 243-255 - Enrique A. de la Cal
, Enol García González
, José Ramón Villar
:
Transfer Learning Study for Horses Breeds Images Datasets Using Pre-trained ResNet Networks. 256-264
Machine Learning Applications
- Manuel Sánchez-Paniagua
, Eduardo Fidalgo, Enrique Alegre, Francisco Jáñez-Martino:
Fraudulent E-Commerce Websites Detection Through Machine Learning. 267-279 - Eugene Gilmore, Vladimir Estivill-Castro
, René Hexel
:
More Interpretable Decision Trees. 280-292 - Nadia N. Sánchez-Pozo
, Sergi Trilles-Oliver
, Albert Solé-Ribalta
, Leandro Leonardo Lorente-Leyva
, Dagoberto Mayorca-Torres
, Diego Hernán Peluffo-Ordóñez
:
Algorithms Air Quality Estimation: A Comparative Study of Stochastic and Heuristic Predictive Models. 293-304 - David Charte, Iván Sevillano-García, María Jesús Lucena-González, José Luis Martín-Rodríguez, Francisco Charte, Francisco Herrera:
Slicer: Feature Learning for Class Separability with Least-Squares Support Vector Machine Loss and COVID-19 Chest X-Ray Case Study. 305-315
Hybrid Intelligent Applications
- Javier de Lope, Enrique Hernández, Vanessa Vargas, Manuel Graña:
Speech Emotion Recognition by Conventional Machine Learning and Deep Learning. 319-330 - Arindam Chaudhuri, Soumya K. Ghosh:
Predictive Maintenance of Vehicle Fleets Using Hierarchical Modified Fuzzy Support Vector Machine for Industrial IoT Datasets. 331-342 - María Barroso, Ángela Fernández
:
Super Local Models for Wind Power Detection. 343-354 - Fernando Moncada Martins
, Víctor M. González
, Beatriz García-López
, Víctor Álvarez
, José R. Villar
:
A Comparison of Blink Removal Techniques in EEG Signals. 355-366 - Luis Alfonso Fernández-Serantes, José Luís Casteleiro-Roca
, Dragan Simic, José Luís Calvo-Rolle
:
Hybrid Intelligent Model for Switching Modes Classification in a Half-Bridge Buck Converter. 367-378 - María Teresa García-Ordás, David Yeregui Marcos del Blanco
, José Aveleira-Mata, Francisco Zayas-Gato
, Esteban Jove
, José Luís Casteleiro-Roca
, Héctor Quintián
, José Luís Calvo-Rolle
, Héctor Alaiz-Moretón:
Hybrid Model to Calculate the State of Charge of a Battery. 379-390 - Juan-Luis Suárez
, Salvador García
, Francisco Herrera
:
Distance Metric Learning with Prototype Selection for Imbalanced Classification. 391-402 - Piotr Wozniak, Bogdan Kwolek
:
Enhancing Visual Place Inference via Image Ranking Using Fuzzy Similarity and Agreeability. 403-414 - Nuño Basurto
, Ángel Arroyo
, Carlos Cambra
, Álvaro Herrero
:
A Hybrid Intelligent System to Detect Anomalies in Robot Performance. 415-426 - Manuel Graña, Goizalde Badiola-Zabala, José Manuel López-Guede
:
Counter Intituive COVID-19 Propagation Dynamics in Brazil. 427-435 - Dragan Simic
, Zorana Bankovic, José Ramón Villar
, José Luís Calvo-Rolle
, Svetislav D. Simic
, Svetlana Simic
:
A Hybrid Bio-Inspired Tabu Search Clustering Approach. 436-447 - Pau Figuera, Pablo García Bringas
:
A Non-parametric Fisher Kernel. 448-459
Deep Learning Applications
- Alberto Tellaeche Iglesias
, Iker Pastor-López
, Borja Sanz-Urquijo
, Pablo García Bringas
:
Hybrid Deep Learning Approach for Efficient Outdoor Parking Monitoring in Smart Cities. 463-474 - Elena Chistova
, Margarita Suvorova, Gleb Kiselev, Ivan V. Smirnov
:
Personal Cognitive Assistant: Personalisation and Action Scenarios Expansion. 475-486 - Tomás Sánchez-Pastor
, Miguel Cárdenas-Montes
:
Nowcasting for Improving Radon-222 Forecasting at Canfranc Underground Laboratory. 487-499 - Santiago Porras
, Esteban Jove
, Bruno Baruque, José Luís Calvo-Rolle
:
Analysis of the Seasonality in a Geothermal System Using Projectionist and Clustering Methods. 500-510 - M. Á. Molina, M. J. Jiménez-Navarro
, Francisco Martínez-Álvarez
, Gualberto Asencio-Cortés:
A Model-Based Deep Transfer Learning Algorithm for Phenology Forecasting Using Satellite Imagery. 511-523 - Carlos Lago, Iñigo Lopez-Gazpio, Enrique Onieva:
Deep Transfer Learning for Interpretable Chest X-Ray Diagnosis. 524-537 - David Díaz-Vico
, Ángela Fernández
, José R. Dorronsoro:
Companion Losses for Deep Neural Networks. 538-549 - Alessandro Baldo, Alfredo Cuzzocrea, Edoardo Fadda
, Pablo García Bringas
:
Financial Forecasting via Deep-Learning and Machine-Learning Tools over Two-Dimensional Objects Transformed from Time Series. 550-563 - Ángel Miguel García-Vico
, Francisco Herrera
:
A Preliminary Analysis on Software Frameworks for the Development of Spiking Neural Networks. 564-575 - Jaime Andres Rincon, Vicente Julián
, Carlos Carrascosa:
Edge AI for Covid-19 Detection Using Coughing. 576-587 - Diogo Gigante
, Pedro Filipe Oliveira
, Bruno Fernandes
, Frederico Lopes, Paulo Novais
:
Unsupervised Learning Approach for pH Anomaly Detection in Wastewater Treatment Plants. 588-599 - Flávio Arthur Oliveira Santos
, Cleber Zanchettin
, José Vitor Santos Silva
, Leonardo Nogueira Matos
, Paulo Novais
:
A Hybrid Post Hoc Interpretability Approach for Deep Neural Networks. 600-610 - Carlos Lago, Rafael Romón, Iker Pastor-López, Borja Sanz-Urquijo, Alberto Tellaeche, Pablo García Bringas
:
Deep Learning Applications on Cybersecurity. 611-621
Optimization Problem Applications
- Carlos Bermúdez
, Hugo Alfonso
, Gabriela F. Minetti
, Carolina Salto
:
A Parallel Optimization Solver for the Multi-period WDND Problem. 625-636 - Haizea Rodriguez, Jon Díaz, Jenny Fajardo Calderín, Asier Perallos, Enrique Onieva:
Waste Collection Vehicle Routing Problem Using Filling Predictions. 637-648 - Jon Díaz, Haizea Rodriguez, Jenny Fajardo Calderín, Ignacio Angulo, Enrique Onieva:
Optimization of Warehouse Layout for the Minimization of Operation Times. 649-658 - Enrique A. de la Cal
, Alberto Gallucci, José Ramón Villar
, Kaori Yoshida, Mario Koeppen:
Simple Meta-optimization of the Feature MFCC for Public Emotional Datasets Classification. 659-670
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