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2. Ants 2022 special issue: Editorial

Author

Dorigo, Marco, Hamann, Heiko, López-Ibáñez, Manuel, García-Nieto, José, Engelbrecht, Andries, Pinciroli, Carlo, Strobel, Volker, and Camacho-Villalón, Christian

Published
2024
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3. Exploiting Medical-Expert Knowledge Via a Novel Memetic Algorithm for the Inference of Gene Regulatory Networks

Author

Segura-Ortiz, Adrián, García-Nieto, José, Aldana-Montes, José F., Hartmanis, Juris, Founding Editor, van Leeuwen, Jan, Series Editor, Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Kobsa, Alfred, Series Editor, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Nierstrasz, Oscar, Series Editor, Pandu Rangan, C., Editorial Board Member, Sudan, Madhu, Series Editor, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Vardi, Moshe Y, Series Editor, Goos, Gerhard, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Franco, Leonardo, editor, de Mulatier, Clélia, editor, Paszynski, Maciej, editor, Krzhizhanovskaya, Valeria V., editor, Dongarra, Jack J., editor, and Sloot, Peter M. A., editor

Published
2024
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7. Automatic Design of Multi-objective Particle Swarm Optimizers

Author

Doblas, Daniel, Nebro, Antonio J., López-Ibáñez, Manuel, García-Nieto, José, Coello Coello, Carlos A., Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Dorigo, Marco, editor, Hamann, Heiko, editor, López-Ibáñez, Manuel, editor, García-Nieto, José, editor, Engelbrecht, Andries, editor, Pinciroli, Carlo, editor, Strobel, Volker, editor, and Camacho-Villalón, Christian, editor

Published
2022
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8. jMetalPy: a Python Framework for Multi-Objective Optimization with Metaheuristics

Author

Benitez-Hidalgo, Antonio, Nebro, Antonio J., Garcia-Nieto, Jose, Oregi, Izaskun, and Del Ser, Javier

Subjects
Computer Science - Neural and Evolutionary Computing
Abstract

This paper describes jMetalPy, an object-oriented Python-based framework for multi-objective optimization with metaheuristic techniques. Building upon our experiences with the well-known jMetal framework, we have developed a new multi-objective optimization software platform aiming not only at replicating the former one in a different programming language, but also at taking advantage of the full feature set of Python, including its facilities for fast prototyping and the large amount of available libraries for data processing, data analysis, data visualization, and high-performance computing. As a result, jMetalPy provides an environment for solving multi-objective optimization problems focused not only on traditional metaheuristics, but also on techniques supporting preference articulation and dynamic problems, along with a rich set of features related to the automatic generation of statistical data from the results generated, as well as the real-time and interactive visualization of the Pareto front approximations produced by the algorithms. jMetalPy offers additionally support for parallel computing in multicore and cluster systems. We include some use cases to explore the main features of jMetalPy and to illustrate how to work with it., Comment: 13 pages, under review in Swarm and Evolutionary Computation journal. Updated version

Published
2019

12. On the Use of Explainable Artificial Intelligence for the Differential Diagnosis of Pigmented Skin Lesions

Author

Hurtado, Sandro, Nematzadeh, Hossein, García-Nieto, José, Berciano-Guerrero, Miguel-Ángel, Navas-Delgado, Ismael, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Rojas, Ignacio, editor, Valenzuela, Olga, editor, Rojas, Fernando, editor, Herrera, Luis Javier, editor, and Ortuño, Francisco, editor

Published
2022
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13. A Service for Flexible Management and Analysis of Heterogeneous Clinical Data

Author

Hurtado, Sandro, García-Nieto, José, Navas-Delgado, Ismael, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Rojas, Ignacio, editor, Valenzuela, Olga, editor, Rojas, Fernando, editor, Herrera, Luis Javier, editor, and Ortuño, Francisco, editor

Published
2022
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25. About Designing an Observer Pattern-Based Architecture for a Multi-objective Metaheuristic Optimization Framework

Author

Benítez-Hidalgo, Antonio, Nebro, Antonio J., Durillo, Juan J., García-Nieto, José, López-Camacho, Esteban, Barba-González, Cristóbal, Aldana-Montes, José F., Kacprzyk, Janusz, Series Editor, Del Ser, Javier, editor, Osaba, Eneko, editor, Bilbao, Miren Nekane, editor, Sanchez-Medina, Javier J., editor, Vecchio, Massimo, editor, and Yang, Xin-She, editor

Published
2018
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27. Extending the Speed-Constrained Multi-objective PSO (SMPSO) with Reference Point Based Preference Articulation

Author

Nebro, Antonio J., Durillo, Juan J., García-Nieto, José, Barba-González, Cristóbal, Del Ser, Javier, Coello Coello, Carlos A., Benítez-Hidalgo, Antonio, Aldana-Montes, José F., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Auger, Anne, editor, Fonseca, Carlos M., editor, Lourenço, Nuno, editor, Machado, Penousal, editor, Paquete, Luís, editor, and Whitley, Darrell, editor

Published
2018
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28. Artificial Decision Maker Driven by PSO: An Approach for Testing Reference Point Based Interactive Methods

Author

Barba-González, Cristóbal, Ojalehto, Vesa, García-Nieto, José, Nebro, Antonio J., Miettinen, Kaisa, Aldana-Montes, José F., Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Auger, Anne, editor, Fonseca, Carlos M., editor, Lourenço, Nuno, editor, Machado, Penousal, editor, Paquete, Luís, editor, and Whitley, Darrell, editor

Published
2018
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34. A Multi-objective Optimization Framework for Multiple Sequence Alignment with Metaheuristics

Author

Zambrano-Vega, Cristian, Nebro, Antonio J., García-Nieto, José, Aldana-Montes, José F., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Rojas, Ignacio, editor, and Ortuño, Francisco, editor

Published
2017
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35. Multi-objective Big Data Optimization with jMetal and Spark

Author

Barba-Gonzaléz, Cristóbal, García-Nieto, José, Nebro, Antonio J., Aldana-Montes, José F., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Trautmann, Heike, editor, Rudolph, Günter, editor, Klamroth, Kathrin, editor, Schütze, Oliver, editor, Wiecek, Margaret, editor, Jin, Yaochu, editor, and Grimme, Christian, editor

Published
2017
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39. A Study of Archiving Strategies in Multi-objective PSO for Molecular Docking

Author

García-Nieto, José, López-Camacho, Esteban, Godoy, María Jesús García, Nebro, Antonio J., Durillo, Juan J., Aldana-Montes, José F., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Dorigo, Marco, editor, Birattari, Mauro, editor, Li, Xiaodong, editor, López-Ibáñez, Manuel, editor, Ohkura, Kazuhiro, editor, Pinciroli, Carlo, editor, and Stützle, Thomas, editor

Published
2016
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40. A New Multi-objective Approach for Molecular Docking Based on RMSD and Binding Energy

Author

López-Camacho, Esteban, García-Godoy, María Jesús, García-Nieto, José, Nebro, Antonio J., Aldana-Montes, José F., Hutchison, David, Editorial Board Member, Kanade, Takeo, Editorial Board Member, Kittler, Josef, Editorial Board Member, Kleinberg, Jon M., Editorial Board Member, Mattern, Friedemann, Editorial Board Member, Mitchell, John C., Editorial Board Member, Naor, Moni, Editorial Board Member, Pandu Rangan, C., Editorial Board Member, Terzopoulos, Demetri, Editorial Board Member, Tygar, Doug, Editorial Board Member, Weikum, Gerhard, Series Editor, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Botón-Fernández, María, editor, Martín-Vide, Carlos, editor, Santander-Jiménez, Sergio, editor, and Vega-Rodríguez, Miguel A., editor

Published
2016
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41. Dynamic Multi-Objective Optimization with jMetal and Spark: A Case Study

Author

Cordero, José A., Nebro, Antonio J., Barba-González, Cristóbal, Durillo, Juan J., García-Nieto, José, Navas-Delgado, Ismael, Aldana-Montes, José F., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Pardalos, Panos M., editor, Conca, Piero, editor, Giuffrida, Giovanni, editor, and Nicosia, Giuseppe, editor

Published
2016
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42. Human Activity Recognition From Sensorised Patient's Data in Healthcare: A Streaming Deep Learning-Based Approach

Author

Hurtado Requena, Sandro, García Nieto, José Manuel, Popov, Anton, Navas Delgado, Ismael, Hurtado Requena, Sandro, García Nieto, José Manuel, Popov, Anton, and Navas Delgado, Ismael

Abstract

Physical inactivity is one of the main risk factors for mortality, and its relationship with the main chronic diseases has experienced intensive medical research. A well-known method for assessing people’s activity is the use of accelerometers implanted in wearables and mobile phones. However, a series of main critical issues arise in the healthcare context related to the limited amount of available labelled data to build a classification model. Moreover, the discrimination ability of activities is often challenging to capture since the variety of movement patterns in a particular group of patients (e.g. obesity or geriatric patients) is limited over time. Consequently, the proposed work presents a novel approach for Human Activity Recognition (HAR) in healthcare to avoid this problem. This proposal is based on semi-supervised classification with Encoder-Decoder Convolutional Neural Networks (CNNs) using a combination strategy of public labelled and private unlabelled raw sensor data. In this sense, the model will be able to take advantage of the large amount of unlabelled data available by extracting relevant characteristics in these data, which will increase the knowledge in the innermost layers. Hence, the trained model can generalize well when used in real-world use cases. Additionally, real-time patient monitoring is provided by Apache Spark streaming processing with sliding windows. For testing purposes, a real-world case study is conducted with a group of overweight patients in the healthcare system of Andalusia (Spain), classifying close to 30 TBs of accelerometer sensor-based data. The proposed HAR streaming deep-learning approach properly classifies movement patterns in real-time conditions, crucial for long-term daily patient monitoring.

Published
2023

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