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21st IDEAL 2020: Guimaraes, Portugal - Part II
- Cesar Analide
, Paulo Novais
, David Camacho, Hujun Yin
:
Intelligent Data Engineering and Automated Learning - IDEAL 2020 - 21st International Conference, Guimaraes, Portugal, November 4-6, 2020, Proceedings, Part II. Lecture Notes in Computer Science 12490, Springer 2020, ISBN 978-3-030-62364-7
Special Session on Data Generation and Data Pre-processing in Machine Learning
- Fares Grina
, Zied Elouedi, Eric Lefevre
:
A Preprocessing Approach for Class-Imbalanced Data Using SMOTE and Belief Function Theory. 3-11 - Mohammad Mohammadi
, Kerstin Bunte
:
Multi-agent Based Manifold Denoising. 12-24 - Andrea Galloni
, Imre Lendák, Tomás Horváth
:
A Novel Evaluation Metric for Synthetic Data Generation. 25-34 - Luís Cavique
, Paulo Pombinho
, Antonio J. Tallón-Ballesteros
, Luís Correia
:
Data Pre-processing and Data Generation in the Student Flow Case Study. 35-43 - Peter Mitic, James Cooper:
Enhanced Credit Prediction Using Artificial Data. 44-53 - Zakarya Farou
, Noureddine Mouhoub
, Tomás Horváth
:
Data Generation Using Gene Expression Generator. 54-65 - Ilya Sahipov, Alexey Zabashta
, Andrey Filchenkov:
Stabilization of Dataset Matrix Form for Classification Dataset Generation and Algorithm Selection. 66-75
Special Session on Optimization and Machine Learning for Industry 4.0
- Eneko Osaba, Javier Del Ser
, Xabier Jubeto, Andrés Iglesias, Iztok Fister Jr., Akemi Gálvez, Iztok Fister:
Distributed Coordination of Heterogeneous Robotic Swarms Using Stochastic Diffusion Search. 79-91 - Izaskun Mendia
, Sergio Gil-Lopez, Javier Del Ser
, Iñaki Grau, Adelaida Lejarazu
, Erik Maqueda
, Eugenio Perea
:
An Intelligent Procedure for the Methodology of Energy Consumption in Industrial Environments. 92-103 - Ana R. Redondo
, Jorge Navarro, Rubén R. Fernández, Isaac Martín de Diego
, Javier M. Moguerza
, Juan José Fernández-Muñoz:
Unified Performance Measure for Binary Classification Problems. 104-112 - Patxi Ortego
, Alberto Diez-Olivan, Javier Del Ser
, Basilio Sierra
:
Data Augmentation for Industrial Prognosis Using Generative Adversarial Networks. 113-122 - Pedro B. Santos, Marcello C. Melo, Everaldo Faustino Jr., Arismar Cerqueira S. Jr., Carmelo J. A. Bastos Filho
:
A Comparison of Evolutionary Multi-objective Optimization Algorithms Applied to Antenna Design. 123-134
Special Session on Practical Applications of Deep Learning
- Javier Huertas-Tato
, Alejandro Martín
, David Camacho
:
Cloud Type Identification Using Data Fusion and Ensemble Learning. 137-147 - Néstor Jiménez-Campfens, Adrián Colomer
, Javier Núñez, Juan M. Mogollón, Antonio L. Rodríguez, Valery Naranjo:
Deep Learning in Aeronautics: Air Traffic Trajectory Classification Based on Weather Reports. 148-155 - Gabriel García, Adrián Colomer
, Valery Naranjo:
Analysis of Hand-Crafted and Automatic-Learned Features for Glaucoma Detection Through Raw Circumpapillary OCT Images. 156-164 - Rui Jesus
, Bárbara Silveira, Nuno Correia
:
Video Semantics Quality Assessment Using Deep Learning. 165-172 - Carlos Fernandes, Flora J. Ferreira
, Wolfram Erlhagen
, Sérgio Monteiro
, Estela Bicho
:
A Deep Learning Approach for Intelligent Cockpits: Learning Drivers Routines. 173-183 - Vítor Castro
, Carlos Pereira
, Victor Alves
:
Predicting Recurring Telecommunications Customer Support Problems Using Deep Learning. 184-193 - Robinson Paspuel
, Marcelo Barba
, Bryan Jami
, Lorena Guachi-Guachi
:
Pre- and Post-processing on Generative Adversarial Networks for Old Photos Restoration: A Case Study. 194-201 - Danilo Pereira, Flávio Arthur O. Santos, Leonardo N. Matos, Paulo Novais
, Cleber Zanchettin, Teresa Bernarda Ludermir:
On Analysing Similarity Knowledge Transfer by Ensembles. 202-210
Special Session on New Trends and Challenges on Social Networks Analysis
- Alberto Rivas, Pablo Chamoso
, Alfonso González-Briones, Juan Pavón
, Juan M. Corchado:
Social Network Recommender System, A Neural Network Approach. 213-222 - Martín Pedemonte, Ángel Panizo-LLedot, Gema Bello Orgaz, David Camacho:
Exploring Multi-objective Cellular Genetic Algorithms in Community Detection Problems. 223-235
Special Session on Machine Learning in Automatic Control
- Jennifer J. Gago
, Bartek Lukawski
, Juan G. Victores
, Carlos Balaguer
:
Under-Actuation Modelling in Robotic Hands via Neural Networks for Sign Language Representation with End-User Validation. 239-251 - Montserrat Sacie, Rafael López, Matilde Santos
:
Exploratory Data Analysis of Wind and Waves for Floating Wind Turbines in Santa María, California. 252-259 - Jesús Enrique Sierra-García
, Matilde Santos
:
Wind Turbine Pitch Control First Approach Based on Reinforcement Learning. 260-268 - Carlos Serrano-Barreto, Matilde Santos
:
Intelligent Fuzzy Optimized Control for Energy Extraction in Large Wind Turbines. 269-276
Special Session on Emerging Trends in Machine Learning
- María Teresa García-Ordás
, Jose Aveleira-Mata
, José Luís Casteleiro-Roca
, José Luís Calvo-Rolle
, Carmen Benavides-Cuellar
, Héctor Alaiz-Moretón
:
Autoencoder Latent Space Influence on IoT MQTT Attack Classification. 279-286 - João Godinho, Sara Batista, Diogo Martinho
, Luís Conceição
:
A Recommendation System of Nutrition and Physical Activity for Patients with Type 2 Diabetes Mellitus. 287-297 - Amanda Coradini, Alexandre Szabo:
A Comparative Analysis Between Crisp and Fuzzy Data Clustering Approaches for Traditional and Bioinspired Algorithms. 298-308 - Nicolás F. Lori
, Diana Ferreira
, Victor Alves
, José Machado
:
Bridging the Gap of Neuroscience, Philosophy, and Evolutionary Biology to Propose an Approach to Machine Learning of Human-Like Ethics. 309-321 - Diana Costa
, Carlos Pereira
, Hugo Peixoto
, José Machado
:
Anticipating Maintenance in Telecom Installation Processes. 322-334 - Samin Payrosangari
, Afshin Sadeghi
, Damien Graux
, Jens Lehmann
:
Meta-hyperband: Hyperparameter Optimization with Meta-learning and Coarse-to-Fine. 335-347 - Péter Kiss, Tomás Horváth, Vukasin Felbab:
Stateful Optimization in Federated Learning of Neural Networks. 348-355 - Chiara Leoni, Mauro Coccoli
, Ilaria Torre
, Gianni Viardo Vercelli
:
Talking in Italian About AI with a Chatbot: A Prototype of a Question-Answering Agent. 356-367 - Ana Coimbra
, Cristiana Neto
, Diana Ferreira
, Júlio Duarte
, Daniela Oliveira
, Francini Hak
, Filipe Gonçalves
, Joaquim Fonseca
, Nicolás F. Lori
, António Abelha
, José Machado
:
Review of Trends in Automatic Human Activity Recognition in Vehicle Based in Synthetic Data. 368-376
Special Session on Machine Learning, Law and Legal Industry
- Beatriz Assunção Ribeiro:
Intellectual Properties of Artificial Creativity: Dismantling Originality in European's Legal Framework. 379-389 - Davide Carneiro
, Patrícia Veloso
, André Ventura, Guilherme Palumbo
, João Costa:
Network Analysis for Fraud Detection in Portuguese Public Procurement. 390-401 - Alexandra Guedes Pinto
, Henrique Lopes Cardoso
, Isabel Margarida Duarte
, Catarina Vaz Warrot
, Rui Sousa-Silva
:
Biased Language Detection in Court Decisions. 402-410
Special Session on Machine Learning Algorithms for Hard Problems
- Soroosh Shalileh
, Boris G. Mirkin
:
A One-by-One Method for Community Detection in Attributed Networks. 413-422 - Boris G. Mirkin
, Dmitry Frolov
, Alex Vlasov, Susana Nascimento
, Trevor I. Fenner:
A Hybrid Approach to the Analysis of a Collection of Research Papers. 423-433 - Susana Nascimento
, Sayed Mateen, Paulo Relvas
:
Sequential Self-tuning Clustering for Automatic Delimitation of Coastal Upwelling on SST Images. 434-443
Special Session on Automated Learning for Industrial Applications
- Marta Aramburu-Zabala
, Simona Masurtschak
, Ramón Moreno
, Jeremy Jean-Jean
, Angela Veiga
:
Time Series Clustering for Knowledge Discovery on Metal Additive Manufacturing. 447-455 - David García-Retuerta
, Roberto Casado-Vara
, Ángel Martín del Rey, Fernando de la Prieta
, Javier Prieto
, Juan M. Corchado
:
Quaternion Neural Networks: State-of-the-Art and Research Challenges. 456-467 - José Luís Casteleiro-Roca
, María Teresa García-Ordás
, Esteban Jove
, Francisco Zayas-Gato
, Héctor Quintián
, Héctor Alaiz-Moretón
, José Luís Calvo-Rolle
:
A Solar Thermal System Temperature Prediction of a Smart Building for Data Recovery and Security Purposes. 468-476 - Esteban Jove
, José Luís Casteleiro-Roca
, Héctor Quintián
, Francisco Zayas-Gato
, José Luís Calvo-Rolle
:
A Fault Detection System for Power Cells During Capacity Confirmation Test Through a Global One-Class Classifier. 477-484 - Gwang-Myong Go, Seok-Jun Bu
, Sung-Bae Cho:
A Deep Metric Neural Network with Disentangled Representation for Detecting Smartphone Glass Defects. 485-494 - Gil Cunha
, Hugo Peixoto
, José Machado
:
Improving Performance of Recommendation System Architecture. 495-506 - Seok-Jun Bu
, Sung-Bae Cho:
Automated Learning of In-vehicle Noise Representation with Triplet-Loss Embedded Convolutional Beamforming Network. 507-515 - Alberto Oliveira, Ricardo Freitas, Alípio Jorge
, Vítor Amorim, Nuno Moniz
, Ana C. R. Paiva, Paulo J. Azevedo
:
Sequence Mining for Automatic Generation of Software Tests from GUI Event Traces. 516-523 - Ander Muniategui
, Jon Ander del Barrio
, Xabier Zurutuza
, Xabier Angulo
, Iñaki Silanes
, Uxue Irastorza
, Aitor García de la Yedra
, Ramón Moreno
:
Deep Learning Based Algorithms for Welding Edge Points Detection. 524-532 - Héctor Quintián
, Esteban Jove
, José Luís Calvo-Rolle
, Nuño Basurto
, Carlos Cambra
, Álvaro Herrero
, Emilio Corchado
:
Detecting Performance Anomalies in the Multi-component Software a Collaborative Robot. 533-540 - Santiago Porras
, Esteban Jove
, Bruno Baruque, José Luís Calvo-Rolle
:
Prediction of Small-Wind Turbine Performance from Time Series Modelling Using Intelligent Techniques. 541-548 - Tiago Jesus
, Júlio Duarte
, Diana Ferreira
, Dalila Durães
, Francisco Supino Marcondes
, Flávio Arthur O. Santos
, Marco Gomes
, Paulo Novais
, Filipe Gonçalves
, Joaquim Fonseca
, Nicolás F. Lori
, António Abelha
, José Machado
:
Review of Trends in Automatic Human Activity Recognition Using Synthetic Audio-Visual Data. 549-560 - Carlos González-Gutiérrez
, Olivier Beltramo-Martin
, J. Osborn, José Luís Calvo-Rolle
, Francisco Javier de Cos Juez:
Atmospheric Tomography Using Convolutional Neural Networks. 561-569
Workshop on Machine Learning in Smart Mobility
- Sara Ferreira
, Henrique Lopes Cardoso
, Rosaldo J. F. Rossetti
:
Workshop on Machine Learning in Smart Mobility. 573-574 - Myriam Elizabeth Vaca Recalde
, Joshué Pérez, Javier Echanobe:
Driver Monitoring System Based on CNN Models: An Approach for Attention Level Detection. 575-583 - Milad Leyli-Abadi
, Abderrahmane Boubezoul
, Stéphane Espié
:
Road Patterns Identification and Risk Analysis Based on Machine Learning Framework: Powered Two-Wheelers Case. 584-593 - José Aleixo Cruz
, Thiago R. P. M. Rúbio
, João Jacob
, Daniel Garrido
, Henrique Lopes Cardoso
, Daniel Castro Silva
, Rui Rodrigues
:
Towards Predicting Pedestrian Paths: Identifying Surroundings from Monocular Video. 594-601 - Thiago R. P. M. Rúbio
, José Aleixo Cruz
, João Jacob
, Daniel Garrido
, Henrique Lopes Cardoso
, Daniel Castro Silva
, Rui Rodrigues
:
A Semi-automatic Object Identification Technique Combining Computer Vision and Deep Learning for the Crosswalk Detection Problem. 602-609 - Faheem Ahmed Malik
, Laurent N. Dala, Krishna Busawon
:
Using Deep Learning to Construct a Real-Time Road Safety Model; Modelling the Personal Attributes for Cyclist. 610-619

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