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CAEPIA 2020/2021: Málaga, Spain
- Enrique Alba, Gabriel Luque, Francisco Chicano, Carlos Cotta, David Camacho, Manuel Ojeda-Aciego, Susana Montes, Alicia Troncoso, José C. Riquelme, Rodrigo Gil-Merino:
Advances in Artificial Intelligence - 19th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2020/2021, Málaga, Spain, September 22-24, 2021, Proceedings. Lecture Notes in Computer Science 12882, Springer 2021, ISBN 978-3-030-85712-7
Machine Learning
- Ángela Casado-García, Manuel García-Domínguez, Jónathan Heras, Adrián Inés, Didac Royo, Miguel Ángel Zapata:
Prediction of Epiretinal Membrane from Retinal Fundus Images Using Deep Learning. 3-13 - Ángela Casado-García, Jónathan Heras:
LabelDetection: Simplifying the Use and Construction of Deep Detection Models. 14-22 - Carlos Núñez-Molina, Ignacio Vellido-Expósito, Vladislav Nikolov-Vasilev, Raúl Pérez, Juan Fdez-Olivares:
A Proposal to Integrate Deep Q-Learning with Automated Planning to Improve the Performance of a Planning-Based Agent. 23-32 - Víctor Manuel Vargas, David Guijo-Rubio, Pedro Antonio Gutiérrez, César Hervás-Martínez:
ReLU-Based Activations: Analysis and Experimental Study for Deep Learning. 33-43 - David Guijo-Rubio, Víctor Manuel Vargas, Pedro Antonio Gutiérrez, César Hervás-Martínez:
Studying the Effect of Different Lp Norms in the Context of Time Series Ordinal Classification. 44-53 - Ricardo Montañana, José A. Gámez, José Miguel Puerta:
STree: A Single Multi-class Oblique Decision Tree Based on Support Vector Machines. 54-64 - Sergio Hernández-García, Alfredo Cuesta-Infante:
Deep Reinforcement and Imitation Learning for Self-driving Tasks. 65-74 - Laura Llopis-Ibor, Alfredo Cuesta-Infante, Cesar Beltran-Royo, Juan José Pantrigo:
Human Activity Recognition with Capsule Networks. 75-85 - Maitane Martinez-Eguiluz, Oier Irazabal-Urrutia, Olatz Arbelaitz-Gallego:
Towards Fairness in Classification: Comparison of Methods to Decrease Bias. 86-95 - Alberto Ortiz, Esaú Ortiz, Juan-José Miñana, Óscar Valero:
Hypothesis Scoring and Model Refinement Strategies for FM-Based RANSAC. 96-105 - Pedro Lara-Benítez, Luis Gallego-Ledesma, Manuel Carranza-García, José María Luna-Romera:
Evaluation of the Transformer Architecture for Univariate Time Series Forecasting. 106-115
Optimization and Search
- Santiago Pacheco, Nicolas Ottonello, Sergio Nesmachnow:
Automatic Generation of Interrelated Organisms on Virtual Environments. 119-128 - Ekaterina Sedova, Lawrence Mandow, José-Luis Pérez-de-la-Cruz:
Asynchronous Vector Iteration in Multi-objective Markov Decision Processes. 129-138 - Sergio Cavero, Eduardo G. Pardo, Abraham Duarte:
Influence of the Alternative Objective Functions in the Optimization of the Cyclic Cutwidth Minimization Problem. 139-149 - Lucia Asencio-Martín, Eduardo C. Garrido-Merchán:
A Similarity Measure of Gaussian Process Predictive Distributions. 150-159 - Luis C. Jariego Pérez, Eduardo C. Garrido-Merchán:
Towards Automatic Bayesian Optimization: A First Step Involving Acquisition Functions. 160-169 - Joaquín Bautista Valhondo:
Solving the Permutation Heijunka Flow Shop Scheduling Problem with Non-unit Demands for Jobs. 170-181
Real-World Applications
- Laura Melgar-García, David Gutiérrez-Avilés, Cristina Rubio-Escudero, Alicia Troncoso Lora:
Nearest Neighbors-Based Forecasting for Electricity Demand Time Series in Streaming. 185-195 - María Villota, Gonzalo Santamaría, César Domínguez, Jónathan Heras, Eloy J. Mata, Vico Pascual:
Towards Combining Object Detection and Text Classification Models for Form Entity Recognition. 196-205 - Alfonso González-Briones, Iván García-Magariño, Jorge J. Gómez-Sanz, Rubén Fuentes-Fernández, Juan Pavón:
A Collaborative Platform for the Detection of Non-inclusive Situations in Smart Cities. 206-215 - José F. Torres, M. J. Jiménez-Navarro, Francisco Martínez-Álvarez, Alicia Troncoso:
Electricity Consumption Time Series Forecasting Using Temporal Convolutional Networks. 216-225 - Daniel Diosdado, Alberto Romero, Eva Onaindia:
Recognition of Teaching Activities from University Lecture Transcriptions. 226-236 - Mauricio Salerno, Yolanda Escudero Martín, Raquel Fuentetaja, Alba Gragera, Alberto Pozanco, Daniel Borrajo:
Train Route Planning as a Multi-agent Path Finding Problem. 237-246 - Christian Cintrano, Jamal Toutouh, Enrique Alba:
Citizen Centric Optimal Electric Vehicle Charging Stations Locations in a Full City: Case of Malaga. 247-257 - Joaquín Arias, Mar Moreno-Rebato, José A. Rodríguez-García, Sascha Ossowski:
Modeling Administrative Discretion Using Goal-Directed Answer Set Programming. 258-267
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