MATHMODE: Applied Mathematical Modeling, Statistics, and Optimization
Supervised theses (33) Theses supervised by group members
2023
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Evolutionary computation for multitask and meta reinforcement learning: new methods and perspectives towards general-purpose Artificial Inteligence
Martínez Quintana, Aritz David
Supervised by Javier del Ser Lorente -
Aplicación de técnicas de aprendizaje automático y optimización a problemas reales en la industria 4.0
PARA FERNANDEZ, JESÚS
Supervised by Javier del Ser Lorente -
Intrinsic motivation mechanisms for a better sample efficiency in deep reinforcement learning applied to scenarios with sparse rewards
ANDRÉS FERNÁNDEZ, ALAIN
Supervised by Javier del Ser Lorente
2022
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On the Design, Implementation and Application of Novel Multi-disciplinary Techniques for explaining Artificial Intelligence Models
Barredo Arrieta, Alejandro
Supervised by Javier del Ser Lorente -
Damage identification in bridges combining deep learning and computational mechanic
FERNÁNDEZ NAVAMUEL DEL OLMO, ANA
Supervised by David Pardo Zubiaur -
Deep Learning for Inverting Borehole Resistivity Measurements
RIVERA GONZALEZ, JON ANDER
Supervised by Elisabete Alberdi Celaya y David Pardo Zubiaur
2020
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Flbeia fisheries management simulation model. Definition of new criteria and guidelines for efficient validation of the model using global sensitivity analysis
GARCIA RODRIGUEZ, DORLETA
Supervised by Inmaculada Arostegui Madariaga y Raúl Prellezo Iguaran -
Advances on time series analysis using elastic measures of similarity
Oregui Bravo, Izaskun
Supervised by Javier del Ser Lorente
2019
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Explicit-in-time variational formulations for goal-oriented adaptivity
MUÑOZ MATUTE, JUDIT
Supervised by Elisabete Alberdi Celaya y David Pardo Zubiaur -
Millimetre wave communications in 5g networks under latency constraints: machine intelligence, application scenarios and perspectives
PERFECTO DEL AMO, CRISTINA BEGOÑA
Supervised by Miren Nekane Bilbao Maron y Javier del Ser Lorente -
Euskal Autonomia Erkidegoko kolon eta ondesteko minbiziaren baheketa programan parte-hartzean lehen mailako arretak duen rola
Unanue Arza, Saloa
Supervised by Inmaculada Arostegui Madariaga
2018
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Design and validation of novel methods for long-term road traffic forecasting
LAÑA AURRECOECHEA, IBAI
Supervised by Manuel María Vélez Elordi y Javier del Ser Lorente -
New perspectives and methods for stream learning in the presence of concept drift
LOPEZ LOBO, JESUS
Supervised by Miren Nekane Bilbao Maron y Javier del Ser Lorente -
Fast one-dimensional finite element approximation of geophysical measurements
SHAHRIARI SHOURABI, MOSTAFA
Supervised by David Pardo Zubiaur -
Refined isogeometric analysis: a solver-based discretization method
GARCIA LOZANO, DANIEL ALFONSO
Supervised by David Pardo Zubiaur
2017
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Runge-Kutta metodo inplizitu sinplektikoen inplementazio eraginkorra, eguzki-sistemaren simulaziorako aplikazioarekin
ANTOÑANA OTAÑO, MIKEL
Supervised by Joseba Makazaga Odria y Ander Murua Uria -
Hierarchical modelling of patient-reported outcomes data based on the beta-binomial distribution
Nájera Zuloaga, Josu
Supervised by Inmaculada Arostegui Madariaga -
Goal-oriented adaptivity using unconventional error representations
DARRIGRAND, VINCENT
Supervised by David Pardo Zubiaur
2016
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Model reduction techniques for the fast inversion of Borehole resistivity Measurements
ERDOZAIN OLALLA, ARALAR
Supervised by David Pardo Zubiaur -
Validación y reducción de cuestionarios de calidad de vida relacionada con la salud: aplicación de diferentes metodologías
BILBAO GONZALEZ, AMAIA
Supervised by Inmaculada Arostegui Madariaga -
Metaheuristic approaches for energy efficient production optimisation in manufacturing facilities
GARCÍA SANTIAGO, CARLOS ALBERTO
Supervised by Javier del Ser Lorente
2015
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hp-Adaptive simulation and inversion of magnetotelluric measurements
ALVAREZ ARAMBERRI, JULEN
Supervised by David Pardo Zubiaur -
Proposal and validation of methodologies for the categorisation of continuous variables in the development of prediction models
Barrio Beraza, Irantzu
Supervised by Inmaculada Arostegui Madariaga -
Visibility recovery on images acquired in attenuating media. Application to underwater, fog, and mammographic imaging
GALDRAN CABELLO, ADRIAN
Supervised by David Pardo Zubiaur -
Advanced machine learning techniques and meta-heuristic optimization for the detection of masquerading attacks in social networks
Villar Rodríguez, Esther
Supervised by Javier del Ser Lorente
2014
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Resource allocation in systems with time-varying capacity
ERAUSQUIN RODRIGUEZ, MARTIN
Supervised by Urtzi Ayesta Morate y Eva Ferreira García -
Numerical modelling of cold crucible induction melting (ccim)
QUINTANA AZPIAZU, ION
Supervised by Jon Zigor Azpilgain Balerdi y David Pardo Zubiaur -
Advanced meta-heuristic approaches and their application to operational optimization in forest wildfire management
Bilbao Maron, Miren Nekane
Supervised by Javier del Ser Lorente
2013
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Design and application of novel harmony search multi-objective algorithms to practical problems
MANJARRÉS MARTÍNEZ, DIANA
Supervised by Javier del Ser Lorente -
Reduction of false positives in online outlier detection over time series using ensemble learning
Iturria Aguinaga, Alaiñe
Supervised by Javier del Ser Lorente
2012
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Joint network-channel coding schemes for relay networks
Hernáez Arrazola, Mikel
Supervised by Javier del Ser Lorente
2008
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Diseño de constelaciones para el canal gaussiano controladas por los estadísticos de fuentes con memoria basado en la transformada burrows-wheeler
Loyo Mendivil, María Estíbaliz
Supervised by Javier del Ser Lorente
2007
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Sobre los errores locales y globales de la integración de ecuaciones diferenciales ordinarias mediante métodos de Runge-kuita explícitos
Makazaga Odria, Joseba
Supervised by Ander Murua Uria