Detailed programme HAIS-SOCO-CISIS-ICEUTE 2021 HÉCTOR ...

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Joint HAIS‐SOCO‐CISIS‐ICEUTE International Conferences

2021

PROGRAMME

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1. COVID‐19 mandatory health and safety measures

Due to the Covid pandemia all the education institutions in Basque Country must observe carefully the following measures, that are extended to all the participants in the academic acts, as HAIS ‐ SOCO ‐ CISIS ‐ ICEUTE 2021 conferences. In particular, these measures are:

‐ Participants should use homologated facemask continuously indoors.

‐ Participants should keep a security social distance. In particular, the available chairs of the rooms have been signalled with a blue round identification, in order to assure this distance during the sessions.

‐ It is also mandatory to use a frequent hand washing with alcoholic gel or similar.

‐ For the agile management of the sessions, the conferences propose that every participant clean its space around the laptop, with the disinfectant material that the University has arranged for this purpose. We thank your understanding.

‐ These security measures add the impossibility to offer coffee breaks standing on foot. The natural option in our case is the central coffee bar of the University.

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2. General distribution of the University of Deusto Mainly, HAIS ‐ SOCO ‐ CISIS ‐ ICEUTE 2021 will take place in the PARANINFO CLOISTER, where the two main rooms of the conferences are located: PARANINFO and GÁRATE ROOM.

The lunch will be served at the CRAI LIBRARY of Deusto, in the other side of the Nervión river. One can use the ARRUPE runway across the river to reach there.

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3. General Programme

‐ In collaboration with HAIS ‐ SOCO ‐ CISIS ‐ ICEUTE 2021, it will

also take place an special industrial session devoted to

LOGISTAR european research and development project. This

exciting session will be driven by its main researchers, Prof.

Enrique Onieva and Prof. Cristina Luengo, in Deusto’s

AUDITORIUM, on Wednesday 22nd, from 9:00 to 14:30 hours. It

is possible to connect online, through

https://deusto.zoom.us/j/91024657930.

TIME

9:00

9:00

9:30 ‐ 10:00

10:00 ‐ 10:30

10:30 ‐ 11:00

11:00 ‐ 11:30

11:30 ‐ 12:00

12:00 ‐ 12:30

12:30 ‐ 13:00

13:00 ‐ 13:30

13:30 ‐ 14:00

14:00 ‐ 14:30

14:30

14:30 ‐ 15:00

15:00 ‐ 15:30

15:30 ‐ 16:00

16:00 ‐ 16:30

16:30 ‐ 17:00

17:00 ‐ 17:30

17:30

17:30 ‐ 18:00

18:00 ‐ 18:30

18:30

18:30 ‐ 19:00

19:00 ‐ 20:00

20:00 ‐ 21:00

21:00 ‐ …

NETWORKING: GALA DINNER at GUGGENHEIM ‐ NERUA

(with attention to the health and security restrictions)

NETWORKING: BILBAO GUIDED TOUR (on foot)

+

COCKTAIL ‐ BEERS ‐ SPANISH WINE ‐ TAPAS/PINTXOS

(with attention to the health and security restrictions)

NETWORKING: GUGGENHEIM MUSEUM GUIDED VISIT

(with attention to the health and security restrictions)Meeting Point at PARANINFO CLOISTER

Reference Point at PARANINFO CLOISTER Reference Point at PARANINFO CLOISTER Reference Point at PARANINFO CLOISTER

Meeting Point at PARANINFO CLOISTER

Free Time

CISIS #2

[GÁRATE ROOM]

General Track

SOCO #4

[PARANINFO]

Special Session

#4. Soft Computing Applied to

Autonomous Robots and

Renewable Energy Systems

OPENING

[PARANINFO]

Meeting IEEE‐SMC Spanish Chapter

Lunch Lunch

Free Time

PLENARY TALK

Prof. Mario Koeppen

[PARANINFO]

PLENARY TALK

Prof. Concha Bielza

[PARANINFO]

PLENARY TALK

Prof. Enrique Zuazua

[PARANINFO]

FRIDAY 24

REGISTRATION

(Open de whole day)

Coffee break

SOCO #2

[GÁRATE ROOM]

Special Sessions

#1. Applications of Machine

Learning in Computer Vision

#2. Optimization, Modeling and

Control by Soft Computing

Techniques (OMCS)

HAIS #3

[PARANINFO]

Deep | Machine Learning

Applications

Data Mining, Knowledge

Discovery and Big Data

THURSDAY 23

REGISTRATION

(Open de whole day)

Coffee break

HAIS #2

[PARANINFO]

Visual Analysis & Advanced

Data Processing Techniques

‐

Optimization Problem

Applications

CISIS #1

[GÁRATE ROOM]

General Track

SOCO #3

[PARANINFO]

Smart Cities and IOT

‐

Special Session

#3. Challenges and new

approaches towards Artificial

Intelligence deployments in real‐

world scenarios

ICEUTE #1

[GÁRATE ROOM]

General Track

Coffee break

WEDNESDAY 22

REGISTRATION

(Open de whole day)

HAIS #1

[PARANINFO]

Hybrid Intelligent Applications

SOCO #1

[GÁRATE ROOM]

Soft Computing Applications

‐

Machine Learning

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4. Distribution of Sessions and Paper Presentations

‐ It is expected for each paper to be presented within 12 minutes,

plus 3 minutes for questions and debate.

‐ Probably, the most comfortable and agile way of setting up the

presentation is by means of an USB drive with the presentation

prepared in PDF format.

HAIS #1(PARANINFO)

Hybrid Intelligent Applications

SOCO #1(GARATE ROOM)

Soft Computing Applications

Machine Learning

HAIS #2(PARANINFO)

Visual Analysis & Advanced Data

Processing Techniques

Optimization Problem Applications

CISIS #1(GARATE ROOM)

General Track

SOCO #3(PARANINFO)

Smart Cities and IOT

SS#3. Challenges and

new approaches towards Artificial

Intelligence

deployments in realworld scenarios

ICEUTE #1(GARATE ROOM)

General Track

ID paper ID paper ID paper ID paper ID paper ID paper

56 35 36 14 75 7

18 82 29 4 6 839 25 55 5 84 1948 11 49 21 69 2

‐ 53 27 6 40 18‐ 47 28 ‐ 21 ‐‐ 55 57 ‐ 28 ‐

‐ ‐ 41 ‐ ‐ ‐

HAIS #3(PARANINFO)

Deep ‐ Machine Learning Applications

Data Mining, Knowledge Discovery and Big Data

SOCO #2(GARATE ROOM)

SS#1. Applications of Machine Learning in

Computer Vision

SS#2. Optimization,

Modeling and Control by Soft Computing

Techniques (OMCS)

Session SOCO #4(PARANINFO)

SS#4. Soft Computing Applied to

Autonomous Robots and Renewable Energy

Systems

CISIS #2(GARATE ROOM)

General Track

ID paper ID paper ID paper ID paper

8 4 74 1660 76 64 1933 14 50 ‐

37 32 22 ‐

‐ 68‐ 48

WEDNESDAY 22 THURSDAY 23 FRIDAY 24

FRIDAY 24THURSDAY 23

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5. Daily Distribution of Papers (presented in person)

WEDNESDAY 22nd Session HAIS #1: Hybrid Intelligent Applications

Date: Wednesday 22nd, 10:00 ‐ 12:30 Room: PARANINFO

Chairs: Prof. Manuel Graña

Id paper TITLE Authors

56 Counter intuitive COVID-19 propagation dynamics in Brazil

Manuel Graña, Goizalde Badiola-Zabala and Jose Manuel Lopez-Guede.

18 A Comparison of Blink Removal Techniques in EEG signals

Fernando Moncada, Víctor Gonzalez, Beatriz García, Victor Alvarez and José Ramón Villar.

39 Distance Metric Learning with Prototype Selection for Imbalanced Classification

Juan Luis Suárez Díaz, Salvador García López and Francisco Herrera Triguero.

48 A Hybrid Intelligent System to Detect Anomalies in Robot Performance

Nuño Basurto, Ángel Arroyo, Carlos Cambra and Álvaro Herrero.

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WEDNESDAY 22nd Session SOCO #1: Soft Computing Applications | Machine Learning Date: Wednesday 22nd, 10:00 ‐ 12:30 Room: GÁRATE ROOM

Chairs: Prof. Petr Dolezel


35 Texture Descriptors for Automatic Classification of Surface Defects of the hot-rolled steel strip

Virginia Riego Del Castillo, Lidia Sánchez-González and Alexis Gutiérrez-Fernández.

82 A first prototype of an emotional smart speaker

Enrique De La Cal Marín, Alberto Gallucci, José Ramón Villar, Kaori Yoshida and Mario Koeppen.

25 Guidance of Unmanned Surface Vehicle Fleet Using Genetic Algorithm-Based Approach

Miroslav Dvorak, Petr Dolezel, Dominik Stursa and Mohamed Chouai.

11 VR-Photosense: A virtual reality photic stimulation interface for the study of photosensitivity

Sofía Martín, Víctor Álvarez, Beatríz García-López, Víctor M. González and Jose R. Villar.

53 A Data-driven Approach for Components Useful Life Estimation in Wind Turbines.

Alejandro Zornoza Martínez, José Antonio Gámez Martín and Jesús Martínez Gómez.

47 Performance and Explainability of Reservoir Computing Models for Industrial Prognosis

Unai Armentia, Irantzu Barrio and Javier Del Ser.

55 Towards adaptive gamification in small online communities

Victor Sanchez-Anguix, Juan M. Alberola and Vicente Julian.

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THURSDAY 23rd Session HAIS #2: Visual Analysis & Advanced Data Processing Techniques |

Optimization Problem Applications Date: Thursday 23rd, 9:00 ‐ 11:30 Room: PARANINFO

Chairs: Prof. Enrique de la Cal Marín


36 Adaptive Graph Laplacian for Convex Multi-Task Learning SVM

Carlos Ruiz, Carlos M. Alaíz and José R. Dorronsoro.

29 Classification of burrs using contour features of image in milling workpieces

Virginia Riego Del Castillo, Lidia Sánchez-González and Claudia Álvarez-Aparicio.

55 Transfer Learning study for horses breeds images datasets using pre-trained ResNet Networks

Enrique De La Cal Marín, Enol García González and José Ramón Villar

49 Applying Vector Symbolic Architecture and Semiotic Approach to Visual Dialog

Alexey Kovalev, Makhmud Shaban, Anfisa Chuganskaya and Aleksandr Panov.

27 Waste Collection Vehicle Routing Problem using filling predictions

Haizea Rodriguez, Jon Díaz Aparicio, Jenny Fajardo Calderin, Asier Perallos and Enrique Onieva.

28 Optimization of Warehouse Layout for the minimization of operation times

Jon Díaz, Haizea Rodriguez, Jenny Fajardo Calderin, Ignacio Angulo and Enrique Onieva.

57 Simple meta-optimization of the feature MFCC for public Emotional datasets classification

Enrique De La Cal Marín, Alberto Gallucci, José Ramón Villar, Kaori Yoshida and Mario Koeppen.

41 Enhancing Place Inference via Fuzzy Ranking Using Fuzzy Similarity and Agreeability

Piotr Wozniak and Bogdan Kwolek.

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THURSDAY 23rd Session CISIS #1: General Track Date: Thursday 23rd, 9:00 ‐ 11:30 Room: GÁRATE ROOM

Chairs: Prof. José Luis Calvo‐Rolle


14 A Survey on the State of the Art of Vulnerability Assessment Techniques

Eva Sotos Martinez, Nora M. Villanueva and Lilian Adkinson Orellana.

4 Attacks detection on Sampled Netflow traffic through image analysis with Convolutional Neural Networks (CNN)

Alberto Fernández de Retana, Alberto Miranda-García, Ángel Manuel Guerrero-Higueras and Camino Fernández-Llamas.

5 Analysis of the performance of different accountability strategies for autonomous robots

Laura Fernádez Becerra, Ángel Manuel Guerrero-Higueras, Francisco J Rodríguez Lera and Camino Fernández-Llamas.

21 Gait-based authentication using a RGB camera

Verónica Toral-Álvarez, Claudia Álvarez-Aparicio, Ángel Manuel Guerrero-Higueras and Camino Fernández-Llamas.

6 Analysis of NetFlow features' importance in malicious network traffic detection

Adrián Campazas Vega, Ignacio Samuel Crespo Martínez, Ángel Manuel Guerrero-Higueras, Alvarez-Aparicio Claudia and Vicente Matellan

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THURSDAY 23rd Session HAIS #3: Deep ‐ Machine Learning Applications |

Data Mining, Knowledge Discovery and Big Data Date: Thursday 23rd, 13:00 ‐ 14:30 Room: PARANINFO

Chairs: Prof. Francisco Javier Martínez de Pisón


8 Personal cognitive assistant: personalization and action scenarios expansion

Elena Chistova, Margarita Suvorova, Gleb Kiselev and Ivan Smirnov

60 Slicer: feature learning for class separability with least-squares support vector machine loss and COVID-19 chest X-ray case of study

David Charte, Iván Sevillano-García, María Jesús Lucena-González, José Luis Martín-Rodríguez, Francisco Charte and Francisco Herrera.

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

Julio Fernandez-Ceniceros, Andres Sanz-Garcia, Alpha Pernia and Francisco Javier Martinez-de-Pison.

37 Interurban Electric Vehicle Charging Stations through Genetic Algorithms

Jaume Jordán, Pasqual Martí, Javier Palanca, Vicente Julian and Vicent Botti

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THURSDAY 23rd Session SOCO #2: SPECIAL SESSIONS:

#1. Applications of Machine Learning in Computer Vision | #2. Optimization, Modeling and Control by Soft Computing Techniques (OMCS)

Date: Thursday 23rd, 13:00 ‐ 14:30 Room: GÁRATE ROOM

Chairs: Prof. Petr Dolezel


4 Hierarchical Color Quantization with a Neural Gas Model based on Bregman Divergences

Esteban José Palomo, Jesus Benito-Picazo, Enrique Dominguez, Ezequiel López-Rubio and Francisco Ortega.

76 Medical Catheters Grasping Point Detection with Quality Control

Dominik Stursa, Petr Dolezel and Bruno Baruque Zanon.

14 Autoencoder and modified YOLOv3 based firearms object detection in X-ray baggage images to enhance aviation safety

Mohamed Chouai, Mostefa Merah, José-Luis Sancho-Gómez and Petr Doležel.

32 Forecasting electricity consumption data from Paraguay using a machine learning approach

José Alberto Gallardo, Miguel García Torres, Francisco Gómez Vela, Felix Morales, Federico Divina, David Becerra Alonso, Gustavo Velázquez, Federico Daumas, José Luis Vázquez, Carlos Sauer Ayala, Diego P. Pinto Roa, Pedro E. Gardel Sotomayor and Julio César Mello Román.

68 Optimal Node Distribution in Wireless Sensor Networks considering Sensor Selection

Javier Díez-González, Rubén Álvarez, Paula Verde, Rubén Ferrero Guillén, Alberto Martínez-Gutiérrez and Hilde Perez.

48 Descent of a suborbital rocket: a simulation case study using CFD, Parametric Models and Neural Networks

Pablo Díez-Arrizabalaga, César Hernández-Hernández and Matilde Santos.

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FRIDAY 24th Session SOCO #3: Smart Cities and IOT |

SPECIAL SESSION: #3. Challenges and new approaches towards Artificial Intelligence deployments in realworld scenarios

Date: Friday 24th, 9:00 ‐ 11:30 Room: PARANINFO

Chairs: Prof. Javier Andión


75 Visual mining of industrial gas turbines sensor data as an industry 4.0 application

Angel Xavier Astudillo Aguilar, Stefano Rosso, Karina Gibert and Alfredo Vellido.

6 Low-cost Deep Learning-based Prototype for Automatic Identification of Traffic Signs in Vehicles

Enol García González, José R. Villar and Enrique De La Cal Marín.

84 Visually Monitoring the Performance of a Component-based Robot

Nuño Basurto, Carlos Cambra and Álvaro Herrero.

69 Discrete-Event-simulation based on machine learning predictive agents

Javier Andión, Juan Carlos Dueñas López and Félix Cuadrado Latasa.

40 Non-intrusive load monitoring based on event detection and unsupervised learning for airport baggage handling systems

Miguel Angel Bermeo Ayerbe, David Antonio Cruz Rangel, Javier Diaz Rozo and Carlos Ocampo Martinez.

21 An Online Feature Selection Methodology for Ball-bearing Harmonic Frequencies Based on HMMs

Carlos Puerto-Santana, Pedro Larrañaga, Javier Diaz-Rozo and Concha Bielza.

28 Powering Soft Querying in J-CO-QL with JavaScript Functions

Paolo Fosci and Giuseppe Psaila

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FRIDAY 24th Session ICEUTE #1: General Track Date: Friday 24th, 9:00 ‐ 11:30 Room: GÁRATE ROOM

Chairs: Prof. Matilde Santos


7 Longitudinal study of the learning styles evolution in Engineering degrees

Miguel A. Molina-Cabello, Karl Thurnhofer-Hemsi, Enrique Dominguez, Ezequiel López-Rubio and Esteban J. Palomo.

8 Peer assessments in Engineering: A pilot project

Karl Thurnhofer-Hemsi, Miguel A. Molina-Cabello, Esteban J. Palomo, Ezequiel López-Rubio and Enrique Dominguez.

19 Experience of a lifetime: Erasmus mobility and exchange program on a wind energy project

Benoit Barbé, Segundo Esteban, Matilde Santos and Christophe Pasquier.

2 Wind Turbines: A Problem-Driven Proposal to Learn Genetic Algorithms

Jesús Enrique Sierra-García and Matilde Santos.

18 Challenges and competences in Master Degrees from a Comprehensive Security perspective

Javier Espinosa, Luis Hernández Encinas and Alberto Peinado Domínguez.

FRIDAY 24th Session SOCO #4: SPECIAL SESSION: #4. Soft Computing Applied to

Autonomous Robots and Renewable Energy Systems

Date: Friday 24th, 13:00 ‐ 14:30 Room: PARANINFO

Chairs: Prof. Jesús Enrique Sierra García


74 Iterative obstacle avoidance algorithm for mobile robots

Jesús Enrique Sierra García

64 Generation of restricted zones for AGVs routes by clustering algorithms

Jesús Enrique Sierra García

50 Intelligent Hybrid Controllers for the Blade Angle of Floating Wind Turbines

Carlos Luis Serrano Barreto

22 Evolutive tuning optimization of a PID controller for autonomous path-following robot

Matilde Santos Peña

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FRIDAY 24th Session CISIS #2: General Track

Date: Friday 24th, 13:00 ‐ 14:30 Room: GÁRATE ROOM

Chairs: Prof. José Luis Calvo‐Rolle


16 Fuzzy logic based risk and energy efficiency of driving maneuvers

Felipe Barreno, Matilde Santos and Manuel Romana.

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Assessing the impact of batch-based data aggregation techniques for feature engineering on machine learning-based Network IDSs

Roberto Magán-Carrión, Daniel Urda, Ignacio Diaz-Cano and Bernabé Dorronsoro.

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6. On‐Line Papers (presented in video format)

Attending the special needs and restrictions of mobility caused by the Covid pandemia, it is organized an special service for hosting video presentations of on‐line papers. In particular, these papers will be accessible since the beginning of the conferences through the following links, respectively:

http://2021.haisconference.eu/conference-activities/video-presentations/

http://2021.sococonference.eu/presentations/ http://2021.cisisconference.eu/presentations/ http://2021.iceuteconference.eu/presentations/

These papers are the following:

HAIS 2021


3 Window Size Optimization for GaussianProcesses in Large Time Series Forecasting

Juan Luis Gómez González and Miguel Cárdenas Montes.

4 A binary classification model for the prediction of toxicity in drug design

Génesis Viridiana Varela-Salinas, Hugo Eduardo Camacho Cruz, Alfredo Juárez Saldivar, José Lázaro Martínez Rodríguez, Adolfo Josué Rodríguez Rodríguez and Carlos Armando García Pérez.

5 Speech emotion recognition by conventional machine learning and deep learning

Javier De Lope, Enrique Hernandez, Vanessa Vargas and Manuel Graña.

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

David Quesada López, Concha Bielza Lozoya and Pedro Larrañaga Múgica.

7 Document Similarity by Word Clustering with Semantic Distance

Toshinori Deguchi and Naohiro Ishii.

10 Predictive Maintenance of Vehicle Fleets using Hierarchical Modified Fuzzy Support Vector Machine for Industrial IoT Datasets

Arindam Chaudhuri and Soumya Ghosh.

12 Super Local Models for Wind Power Detection

María Barroso and Ángela Fernández.

13 Nowcasting for Improving Radon-222 Forecasting at Canfranc Underground Laboratory

Tomás Sánchez-Pastor and Miguel Cárdenas Montes.

15 Prototype Generation for Multi-label Nearest Neighbours Classification

Stefanos Ougiaroglou, Panagiotis Filippakis and Georgios Evangelidis

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17 Learning Bipedal Walking Through Morphological Development

Martin Naya, Andres Faina and Richard Duro.

19 Remaining Useful Life Estimation Using a Recurrent Variational Autoencoder

Nahuel Costa Cortez and Luciano Sánchez Ramos.

20 Open-ended Learning of Reactive Knowledge in Cognitive Robotics based on Neuroevolution

Alejandro Romero, Francisco Bellas and Richard J. Duro.

21 Analysis of the seasonality in a geothermal system using projectionist and clustering methods

Santiago Porras, Esteban Jove, Bruno Baruque and Jose Luis Calvo-Rolle.

22 Hybrid intelligent model for switching modes classification in a half-bridge buck converter

Luis Alfonso Fernandez-Serantes, Jose-Luis Casteleiro-Roca, Dragan Simic and Jose-Luis Calvo-Rolle.

23 Hybrid model to calculate the State Of Charge of a battery

Maria Teresa Garcia-Ordas, David Yeregui Marcos del Blanco, Jose Aveleira-Mata, Francisco Zayas-Gato, Esteban Jove, Jose Luis Casteleiro-Roca, Hector Quintian, Jose Luis Calvo-Rolle and Hector Alaiz-Moreton.

24 Fraudulent e-commerce websites detection through machine learning

Manuel Sánchez-Paniagua, Eduardo Fidalgo, Enrique Alegre and Francisco Jáñez-Martino

25 Managing gene expression in evolutionary algorithms with gene regulatory networks

Michael Cilliers and Duncan Coulter.

26 A Parallel Optimization Solver for the Multi-period WDND problem

Carlos Bermudez, Hugo Alfonso, Gabriela Minetti and Carolina Salto.

31 A model-based deep transfer learning algorithm for phenology forecasting using satellite imagery

M.Á. Molina, Manuel Jesús Jiménez Navarro, Francisco Martínez-Álvarez and Gualberto Asencio-Cortés.

32 More Interpretable Decision Trees Eugene Gilmore, Vladimir Estivill-Castro and Rene Hexel.

34 Deep Transfer Learning for interpretable Chest X-Ray diagnosis

Carlos Lago, Inigo Lopez-Gazpio and Enrique Onieva.

35 Evolutionary Optimization of Neuro-symbolic Integration for Phishing URL Detection

Kyoung-Won Park, Seok-Jun Bu and Sung-Bae Cho.

42 Companion Losses for Deep Neural Networks

David Díaz-Vico, Angela Fernández and José R. Dorronsoro.

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Financial Forecasting via Deep-Learning and Machine-Learning Tools over Two-Dimensional Objects Transformed from Time Series

Alessandro Baldo, Alfredo Cuzzocrea, Edoardo Fadda and Pablo Garcia Bringas.

46 A preliminary analysis on software frameworks for the development of spiking neural networks

Angel M. Garcia-Vico and Francisco Herrera.

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

Ovidiu Cosma, Petrica Pop and Laura Cosma.

50 Edge AI for Covid-19 detection using coughing

Jaime Andres Rincon Arango, Vicente Javier Julian Inglada and Carlos Carrascosa Casamayor.

51 A Simple Genetic Algorithm for the Critical Node Detection Problem

Mihai Suciu, Noémi Gaskó, Tamás Képes and Rodica Ioana Lung.

53 Unsupervised Learning Approach for pH Anomaly Detection in Wastewater Treatment Plants

Diogo Gigante, Pedro Oliveira, Bruno Fernandes, Frederico Lopes and Paulo Novais

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54 A hybrid post-hoc interpretability approach for deep neural networks

Flávio Santos, Cleber Zanchettin, José Silva, Leonardo Matos and Paulo Novais.

58 Algorithms Air Quality Estimation: A Comparative Study of Stochastic and Heuristic Predictive Models

Nadia N. Sánchez-Pozo, Sergi Trilles-Oliver, Albert Solé-Ribalta, Leandro L. Lorente-Leyva, Dagoberto Mayorca-Torres and Diego H. Peluffo-Ordoñez

63 A Hybrid Bio-inspired Tabu Search Clustering Approach

Dragan Simić, Zorana Banković, José R. Villar, José Luis Calvo-Rolle, Svetislav D. Simić and Svetlana Simić.

63 A Hybrid Bio-inspired Tabu Search Clustering Approach

Dragan Simić, Zorana Banković, José R. Villar, José Luis Calvo-Rolle, Svetislav D. Simić and Svetlana Simić.

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

Yan Zhong, Simon Fong, Tengyue Li, Xuqi Li, Antonio J. Tallón-Ballesteros and Sabah Mohammed

66 Ethical Challenges from Artificial Intelligence to Legal Practice

Miguel Viguri

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SOCO 2021 Id paper TITLE Authors

1 The weak supervision approach for question answering over text using triplets recovering with QA-based rankers

Dmitriy Alexandrov, Nikolay Butakov and Timur Sokhin.

2 Machine Learning based Soft Sensing Tool for the Prediction of Leaf Wetness Duration in Precision Agriculture

Maria Arostegi, Sonia Bilbao, Javier Del Ser and Diana Manjarres.

3 Time series forecasting of gold prices with the help of its decomposition and multivariate adaptive regression splines

Fernando Sánchez Lasheras, Paulino José García Nieto, María Esperanza García Gonzalo, Gregorio Fidalgo Valverde and Alicja Krzemien.

7 Time series analysis for the COMEX gold spot price forecasting by using NARX DE/SVR and DE/GPR techniques

Esperanza Garcia Gonzalo, Paulino José García Nieto, Gregorio Fidalgo-Valverde, Pedro Riesgo Fernández and Fernando Sanchez Lasheras.

8 Automated Data-driven Approach for Gap Filling in the Time Series using Evolutionary Learning

Mikhail Sarafanov, Nikolay Nikitin and Anna Kalyuzhnaya.

9 Forecasting a fashion collection with the optimization of costs of overestimation and underestimation of demand

Mariusz Czekała, Jacek Jagodziński, Jakub Przybylski, Dawid Zaraza and Karol Ziółkowski.

12

Data Mines in Real Estate Web Pages: Investigation of Changes in the Czech Real Estate Market based on Elasticity and on Modified Price Volume Indicator

Alena Pozdílková and Jaroslav Marek.

15 Efficient Tabu Search Algorithm for the Cyclic Inspection Problem

Wojciech Bożejko, Radoslaw Grymin, Jaroslaw Pempera and Mieczyslaw Wodecki.

16 Parallel Block-Based Simulated Annealing for the Single Machine Total Weighted Tardiness Scheduling Problem

Wojciech Bozejko, Jarosław Pempera, Mariusz Uchronski and Mieczyslaw Wodecki.

17 Temperature-effect compensation for leak detectors by using Machine learning techniques

Juan Luis Ferrando Chacón, Ander García Gangoiti, Xabier Oregui Biain, Andoni Bilbao, Eneko Fernandez and Zelmar Etxegoien.

18 Supervised Machine Learning techniques in the bitcoin transactions. A case of Ransomware Classification

Antonio J. Tallón-Ballesteros

19 Feature selection on spatio-temporal data for solar irradiance forecasting

Manuel Carranza García, Pedro Lara-Benítez, José María Luna-Romera and José C. Riquelme.

20 Electricity generation forecasting in concentrating solar-thermal power plants with Extreme Gradient Boosting

Alejandro Melara, José Francisco Torres Maldonado, Alicia Troncoso and Francisco Martínez-Álvarez.

23

An Extensive Comparative between Univariate and Multivariate Deep Learning Models in Day-Ahead Electricity Price Forecasting

Belén Vega-Márquez, Javier Solís-García, Isabel A. Nepomuceno-Chamorro and Cristina Rubio-Escudero

24 A comparison of techniques for Virtual Concept Drift detection

Manuel González, Javier Sedano, Ángel M. García-Vico and José Ramón Villar.

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26 Toward reusing the Numerical Association Rule Mining models

Iztok Jr. Fister, Andres Iglesias Prieto, Akemi Galvez-Tomida and Iztok Fister.

29 Image Reconstruction of Colored Bitmap Fractal Images through Bat Algorithm and Color-Based Image Clustering

Akemi Galvez-Tomida, Iztok Fister, Iztok Jr. Fister and Andres Iglesias Prieto

30 Intraday Energy Resource Scheduling for Load Aggregators considering Local Market

José Almeida, Joao Soares, Bruno Canizes, Ivan S. Razo-Zapata and Zita Vale.

34 Energy predictions for system on a chip solutions

Luis Gomes and Zita Vale.

36 Predicting Landslides with Machine Learning Methods using Temporal Sequences of Meteorological Data

Byron Guerrero Rodriguez, Jaime Salvador-Meneses and Jose Garcia-Rodriguez.

37 Webpage Categorization using Deep Learning

Christian Mejia-Escobar, Miguel Cazorla and Ester Martinez-Martin.

38

A novel methodology for the characterization of cutting conditions in turning processes using Machine Learning models and Acoustic Emission Signals

Telmo Fernandez de Barrena, Juan Luis Ferrando, Ander García, Pedro Jose Arrazola, Jose Manuel Abete and Diego Herrero.

41 The improvement of machining process scheduling with the use of heuristic algorithms

Anna Burduk, Łukasz Łampika, Dagmara Łapczyńska and Kamil Musiał.

42 Dimensional reduction on an intelligent model for efficiency improvement of switching modes detection

Luis Alfonso Fernandez-Serantes, Jose-Luis Casteleiro-Roca, Hubert Berger and Jose-Luis Calvo-Rolle.

44 Hybrid Orbit Propagator based on Neural Networks. Multivariate Time Series Forecasting approach

Hans Carrillo, Edna Segura, Rosario López, Iván Pérez and Juan Félix San Juan.

46 Study Case of Household Electricity Consumption Patterns in London Homes

José María Luna Romera, Manuel Carranza García, David Gutiérrez Avilés and José C. Riquelme.

49 Analysis of the Tourism Industry in Ecuador by means of Soft Computing techniques

Anita Herrera, Ángel Arroyo, Alfredo Jiménez and Álvaro Herrero.

51

Exploiting the relationship between visual and textual features in social networks for image classification with zero-shot deep learning

Luis Lucas, David Tomás and José Garcia-Rodriguez.

52 HLNet: A novel hierarchical deep neural network for time series forecasting

Manuel Jesús Jiménez-Navarro, Francisco Martínez-Álvarez, Alicia Troncoso and Gualberto Asencio-Cortés.

57 Mutagenic Prediction for Chemical Compound Discovery with Partitioned Graph Convolution Network

Hyung-Jun Moon, Seok-Jun Bu and Sung-Bae Cho.

58 A scalable and flexible Open Source Big Data architecture for small and medium-sized enterprises

Luis Iñiguez and Mikel Galar.

59 Multivariate adaptive downsampling algorithm for Industry 4.0 data visualization

Javier Franco, Ander Garcia and Amaia Gil.

60

Anomaly Detection for Health Monitoring of Heavy Equipment using Hierarchical Prediction with Correlative Feature Learning

Gye-Bong Jang and Sung-Bae Cho.

61 Critical Node Detection for Maximization of Connected Components: an Extremal Optimization Approach

Noémi Gaskó, Tamás Képes, Mihai Suciu and Rodica Ioana Lung.

21

63 Improving Landslides Prediction: Meteorological Data Preprocessing using Random Forest-Based Feature Selection

Byron Guerrero Rodriguez, Jaime Salvador-Meneses and Jose Garcia-Rodriguez.

65 Foreground Segmentation Improvement by Image Denoising Preprocessing Applied to Noisy Video Sequences

Jorge Garcı́a-Gozález, Juan Miguel Ortiz-de-Lazcano-Lobato, Rafael Marcos Luque-Baena and Ezequiel López-Rubio.

66 Codebook-based near-duplicate video detection

Guillermo Hernández, Angélica González Arrieta, Sara Rodríguez and Paulo Novais.

70 LSTM vs CNN in real ship trajectory classification

Juan Pedro Llerena Caña, Jesús García Herrero and José Manuel Molina López.

71 Predicting human actions in the assembly process for Industry 4.0

Mauricio Zamora, Jose Andrez Chaves Ceciliano, Alonso Villalobos, Jose Garcia-Rodriguez and Jorge Azorín-López.

72 Automatic individual tree detection from combination of aerial imagery, LiDAR and environment context

Daniel Amigo, David Sánchez Pedroche, Jose M. Molina and Jesus Garcia.

77 Sentiment Analysis and image classification in social networks with zero-shot deep learning: applications in tourism

Luis Lucas, David Tomás and Jose Garcia-Rodriguez.

78 Estimating Context Aware Human-Object Interaction using Deep Learning-Based Object Recognition Architectures

Iván San Martín Fernández, Sergiu Oprea, John Alejandro Castro Vargas, Pablo Martínez-González and Jose García-Rodríguez.

79 Interaction estimation in egocentric videos via simultaneous hand-object recognition

Manuel Benavent Lledó, Sergiu Oprea, John Alejandro Castro Vargas, Pablo Martínez González and Jose García Rodríguez.

80 A comparison of learning approaches to dialogue management in conversational systems

David Griol and Zoraida Callejas.

81

Medium and long-term electricity consumption forecasting in Algeria based on clustering, deep learning, and Bayesian optimization methods

Dalil Hadjout, José Francisco Torres Maldonado, Abderrazak Sebaa and Francisco Martínez-Álvarez.

83 Aspect-based Sentiment Analysis in Drug Reviews based on Hybrid Feature Learning

Asmaa Sweidan, Nashwa El-Bendary and Haytham Al-Feel.

85 Enhancing Short-Term Velocity Forecasting Models by Using ML Models and Traffic Patterns Information

Cristián Lira, Bastián Véjar, Fernando Ordóñez and Sebastián Ríos.

87 Sequencing for improving mixed-model assembly line supply using heuristic algorithms

Karol Dziki and Damian Krenczyk.

88 Job shop scheduling with transport by Automated Guided Vehicles

Czesław Smutnicki and Jarosław Pempera

89 A New Information Infrastructure Approach for End-to-End Supply Chain Management

Dragan Simić, José Luis Calvo-Rolle, José R. Villar, Vladimir Ilin, Svetislav D. Simić and Svetlana Simić.

22

90 Attribute subset selection for image recognition. Random Forest under assessment

Antonio J. Tallón-Ballesteros, Luís Correia and Rocío Leal-Díaz.

73 Earthquake Prediction in California using Feature Selection techniques

Joaquin Roiz‐Pagador, Andres Chacon‐Maldonado, Roberto Ruiz and Gualberto Asencio‐Cortes.

23

CISIS 2021 Id paper TITLE Authors

1 A Fast Heterogeneous Approach to Enhanced Blockchain Attack Resilience and Mitigation

Ciprian Pungila and Viorel Negru.

2 Estimating Re-identification Risk by means of Formal Conceptualization

Gonzalo A. Aranda-Corral, Joaquín Borrego-Díaz and Juan Galán-Páez.

3 Beta Hebbian Learning for Intrusion Detection in Networks of IoT devices

Álvaro Michelena Grandío, María Teresa García Ordás, David Yeregui Marcos del Blanco, José Aveleira-Mata, Francico Zayas-Gato, Esteban Jove, José-Luis Casteleiro-Roca, Héctor Quintián, Héctor Alaiz-Moretón and José Luis Calvo-Rolle.

8 Localizing Worst-Parent Rank Attack using Intelligent Edges of Smart Buildings

Sasirekha Gvk, Bhanu Prakash V, Jyotsna Bapat and Debabrata Das.

10 Towards a Fog based Computing Conceptual Framework for Biometric Digital Identification Systems

Sean Thorpe.

11 Detection of Denial of Service Attacks in an MQTT environment using a one-class approach

José Aveleira-Mata, Esteban Jove, David Yeregui Marcos del Blanco, María Teresa García Ordás, Francisco Zayas-Gato, Álvaro Michelena, José-Luis Casteleiro-Roca, Héctor Quintián, Héctor Alaiz-Moretón and José Luis Calvo-Rolle.

12 BIECO Runtime Auditing Framework Antonello Calabrò, Said Daoudagh, Eda Marchetti and Emilia Cioroaica.

13 Basic aspects in redundancy-based intrusion tolerance

Felicita Di Giandomenico and Giulio Masetti.

15 Data Based Message Validation as a Security Cornerstone in Loose Coupling Software Architecture

Oliviu Matei, Rudolf Erdei, Daniela Delinschi and Laura Andreica.

17 Machine Learning Ensemble Methods for Optical Network Traffic Prediction

Daniel Szostak.

18 A comparative study of the most important methods for forecasting the ICT systems vulnerabilities

Ovidiu Cosma, Mara Macelaru, Petrica Pop, Cosmin Sabo and Ioana Zelina.

20 Comparison of Safety and Security analysis techniques

Emilia Cioroaica and Ioannis Sorokos.

22 The Neverending Story: Memory Corruption 30 Years Later

Óscar Llorente-Vázquez

23 StegoPass - Utilization of steganography to produce a novel unbreakable biometric based password authentication scheme

Konstantinos Karampidis, Euangelos Linardos and Ergina Kavallieratou.

24

ICEUTE 2021 Id paper TITLE Authors

3 Development of competencies applying the project method. Application in environmental engineering

Hernando Avella Forero, Nestor Rafael Perico-Granados, Pedro Mauricio Acosta Castellanos, Araceli Queiruga-Dios and Heidy Madeleine Arevalo-Algarra.

4 A Simple User Guide for Erasmus+ Teaching and Training. The Case of the University of Catania

Paola Clara Leotta.

5 A systematic review of the inclusion of education for sustainable development in environmental engineering

Pedro Mauricio Acosta Castellanos, Araceli Queiruga-Dios and Lina Teresa Gonzalez.

6 Virtual implementation of practical control subjects as an alternative to face-to-face laboratory lessons

Francico Zayas-Gato, Esteban Jove, José-Luis Casteleiro-Roca, Héctor Quintián, Elena Arce-fariña, José Luis Calvo-Rolle and Álvaro Michelena.

9 Game-based Student Response System applied to Soil Mechanics and Foundations

Maria-Victoria Requena-Garcia-Cruz, Emilio Romero-Sánchez and Antonio Morales-Esteban.

10 Longitudinal study of grades for the Industrial Electronics and Automation Engineering degree programme

José Antonio López-Vázquez, Elena Arce, María Isabel Fernández-Ibáñez, José Luis Casteleiro-Roca, Francisco Zayas, Andrés Suárez-García and José Luis Calvo-Rolle

13 Analysis of students′ online interactions in the Covid era from the perspective of anomaly detection

Jose Otero, Luciano Sanchez, Luis Junco and Inés Couso.

14 Low cost three-phase motor speed control system design for educational laboratory practices

Álvaro Michelena Grandío, Esteban Jove Pérez, José Luís Calvo Rolle, Francisco Zayas-Gato, Héctor Quintián and José Luís Casteleiro.

15 Mentoring relationship to achieve a common goal: Development of skills and competencies

Marián Queiruga-Dios, Álvaro Pérez Araújo and Carmen Romero de Ávila Arias.

16 Evaluation of e-learning criteria to improve the academic and functional results of PhD studies

Bruno Baruque and Ana María Lara.

17 Learning by doing in higher education: an experience to increase self-learning and motivation in first courses

Oscar Fontenla-Romero, Francisco Bellas, Noelia Sánchez-Maroño and Jose Antonio Becerra.

20 Social perceptions of science and technology among stu-dents of early childhood and primary education

Roberto García-Moris and Javier Alfonso.

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