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Publications

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A novel machine learning approach to the detection of identity theft in social networks based on emulated attack instances and support vector machines
Authors: Esther Villar-Rodriguez,Miren Nekane Bilbao,Sancho Salcedo-Sanz,Ana I. Torre-Bastida,J. Del Ser
SummaryThe proliferation of social networks and their usage by a wide spectrum of user profiles has been specially notable in the last decade. A social network is frequently conceived as a strongly interlinked community of users, each featuring a compact neighborhood tightly and actively connected… Wiley

A new approach to categorising continuous variables in prediction models: Proposal and validation
Authors: Irantzu Barrio,Inmaculada Arostegui,Inmaculada Arostegui,María Xosé Rodríguez-Álvarez,José-María Quintana
When developing prediction models for application in clinical practice, health practitioners usually categorise clinical variables that are continuous in nature. Although categorisation is not regarded as advisable from a statistical point of view, due to loss of information and power, it is a… SAGE Publications

Is it possible to improve the prediction ability of the BODE index?
Authors: Irantzu Barrio,Cristóbal Esteban,Alberto Capelastegui,Inmaculada Arostegui,Txomin Zabala,Francisco Javier Moraza,Myriam Aburto,Helena Azcuna,Amaia Aramburu
Between January 2003-2004 543 patients with COPD (FEV1 Results: Out of the 543 patients, 96% were male (average age of 68 years, BMI 28.3, 2.4±1.4 in Charlson and FEV1 of 55.0±13.1%). Regarding dyspnea, 48.6% reported dyspnea grade 2(MRC). The average distance covered in the 6MWT was 408.9±92.… European Respiratory Society (ERS)

A method to measure ventilation rate during cardiopulmonary resuscitation using the capnogram
Authors: Elisabete Aramendi,Erik Alonso,James K. Russell,Beatriz Chicote,Mohamud Daya,Unai Irusta,Andoni Elola
The survival rate in cardiac arrest is associated to the quality of the chest compressions (CCs) and ventilations provided during cardiopulmonary resuscitation (CPR). Hyperventilation remains common whenever ventilation is manual during resuscitation from cardiac arrest. The capnogram is used to… IEEE

An agent-oriented hierarchic strategy for solving inverse problems
Authors: Smolka, M.,Schaefer, R.,Paszynski, M.,Pardo, D.,Alvarez-Aramberri, J.
Abstract The paper discusses the complex, agent-oriented hierarchic memetic strategy (HMS) dedicated to solving inverse parametric problems. The strategy goes beyond the idea of two-phase global optimization algorithms. The global search performed by a tree of dependent demes is… University of Zielona Góra, Poland

On the heritability of dandelion-encoded harmony search heuristics for tree optimization problems
Authors: Armando Ferro,Javier Del Ser,Miren Nekane Bilbao,Cristina Perfecto
Tree optimization by Dandelion-coded HS heuristics Tree based optimization problems stand for those paradigms where solutions can be arranged within a tree-like graph whose nodes represent the optimization variables of the problem at hand and their interconnecting edges topological and/or… IEEE

Sample entropy as a shock outcome predictor during basis life support
Authors: Beatriz Chicote,Carlos Corcuera,Elisabete Aramendi,Daniel Alonso,Unai Irusta,Carlos Jover
Optimizing defibrillation times may improve survival from ventricular fibrillation (VF) cardiac arrest. VF waveform analysis is one of the best non-invasive decision tools for shock outcome prediction. This study introduces a VF-waveform feature based on the computation of the sample entropy (… IEEE

Comprehensive characterization of the behaviors of estimation of distribution algorithms
Authors: Carlos Echegoyen,Roberto Santana,Alexander Mendiburu,Jose A. Lozano
Estimation of distribution algorithms (EDAs) are a successful example of how to use machine learning techniques for designing robust and efficient heuristic search algorithms. Understanding the relationship between EDAs and the space of optimization problems is a fundamental issue for the… Elsevier BV

A Critical Review of Robustness in Power Grids Using Complex Networks Concepts
Authors: Lucas Cuadra,Sancho Salcedo-Sanz,Javier Del Ser,Silvia Jiménez-Fernández,Zong Geem
This paper reviews the most relevant works that have investigated robustness in power grids using Complex Networks (CN) concepts. In this broad field there are two different approaches. The first one is based solely on topological concepts, and uses metrics such as mean path length, clustering… MDPI AG

Assessment of the Performance of Imputation Techniques in Observational Studies with Two Measurements
Authors: Urko Aguirre,Jose María Quintana,Inmaculada Arostegui,Cristóbal Esteban
In observational studies with two measurements when the measured outcome pertains to a health related quality of life (HRQoL) variable, one motivation of the research may be to determine the potential predictors of the mean change of the outcome of interest. It is very common in such studies for… Lifescience Global

A Harmony Search Approach for the Selective Pick-Up and Delivery Problem with Delayed Drop-Off
Authors: Sancho Salcedo-Sanz,Javier Del Ser,Cristina Perfecto,Miren Nekane Bilbao
In the last years freight transportation has undergone a sharp increase in the scales of its underlying processes and protocols mainly due to the ever-growing community of users and the increasing number of on-line shopping stores. Furthermore, when dealing with the last stage of the shipping chain… Springer Berlin Heidelberg

Dandelion-Encoded Harmony Search Heuristics for Opportunistic Traffic Offloading in Synthetically Modeled Mobile Networks
Authors: Sancho Salcedo-Sanz,Miren Nekane Bilbao,Javier Del Ser,Armando Ferro,Cristina Perfecto
The high data volumes being managed by and transferred through mobile networks in the last few years are the main rationale for the upsurge of research aimed at finding efficient technical means to offload exceeding traffic to alternative communication infrastructures with higher transmission… Springer Berlin Heidelberg

Non-Markovian models of the growth of a polymer chain
Authors: Elena Akhmatskaya,Elena Akhmatskaya,Simone Rusconi,José M. Asua,Dmitri Sokolovski,Dmitri Sokolovski
Using simple exactly solvable models, we show that event-dependent time delays may lead to significant non-Poisson effects in the statistics of polymer chain growth. The results are confirmed by stochastic simulation of various growth scenarios. Our interest in mathematical aspects of non-Markovian… The Royal Society

Effect of various dietary regimens on oral challenge with Mycobacterium avium subsp. paratuberculosis in a rabbit model
Authors: Maider Mateo-Abad,Joseba M. Garrido,Rakel Arrazuria,Ramón A. Juste,Inmaculada Arostegui,Inmaculada Arostegui,Elena Molina,Natalia Elguezabal
Rabbits are susceptible to infection by Mycobacterium avium subspecies paratuberculosis (MAP) in both wildlife and experimental conditions. Under the hypotheses that nutrient balance might influence the establishment of infection, we designed an experiment where MAP intestinal colonization was… Elsevier BV

Six years of Venus winds at the upper cloud level from UV, visible and near infrared observations from VIRTIS on Venus Express
Authors: Agustín Sánchez-Lavega,I. Garate-Lopez,Javier Peralta,T. V. Bandos,Ricardo Hueso
38 pages, 16 figures 2 tables, 1 appendix
Elsevier BV

Semi-analytical response of acoustic logging measurements in frequency domain
Authors: Muga, I.,Pardo, D.,Matuszyk, P.J.,Torres-Verdin, C.
This work proposes a semi-analytical method for simulation of the acoustic response of multipole eccentered sources in a fluid-filled borehole. Assuming a geometry that is invariant with respect to the azimuthal and vertical directions, the solution in frequency domain is expressed in terms of a… Elsevier BV

Direct solvers performance on h-adapted grids
Authors: Paszynski, M.,Pardo, D.,Calo, V.M.
We analyse the performance of direct solvers when applied to a system of linear equations arising from an $h$-adapted, $C^0$ finite element space. Theoretical estimates are derived for typical $h$-refinement patterns arising as a result of a point, edge, or face singularity as well as boundary… Elsevier BV

Kernels of Mallows Models for Solving Permutation-based Problems
Authors: Josu Ceberio,Alexander Mendiburu,Jose A. Lozano
Recently, distance-based exponential probability models, such as Mallows and Generalized Mallows, have demonstrated their validity in the context of estimation of distribution algorithms (EDAs) for solving permutation problems. However, despite their successful performance, these models are… ACM

High-accuracy adaptive modeling of the energy distribution of a meniscus-shaped cell culture in a Petri dish
Authors: Ignacio Gomez-Revuelto,David Pardo,David Pardo,David Pardo,Luis E. Garcia-Castillo
Cylindrical Petri dishes embedded in a rectangular waveguide and exposed to a polarized electromagnetic wave are often used to grow cell cultures. To guarantee the success of these cultures, it is necessary to enforce that the specific absorption rate distribution is sufficiently high and uniform… Elsevier BV

One-year-ahead energy demand estimation from macroeconomic variables using computational intelligence algorithms
Authors: Jose A. Portilla-Figueras,Jesús Muñoz-Bulnes,Sancho Salcedo-Sanz,J. Del Ser
This paper elaborates on a problem of one-year ahead estimation of energy demand based on macroeconomic variables. To this end, two different Computational Intelligence approaches are herein evaluated: (1) a modified Harmony Search (HS) optimization algorithm with an exponential prediction model… Elsevier BV

Dealing with the evaluation of supervised classification algorithms
Authors: Jose A. Lozano,Iñaki Inza,Guzmán Santafé
Performance assessment of a learning method related to its prediction ability on independent data is extremely important in supervised classification. This process provides the information to evaluate the quality of a classification model and to choose the most appropriate technique to solve the… Springer Science and Business Media LLC

Mechanisms of Toxicity of Ag Nanoparticles in Comparison to Bulk and Ionic Ag on Mussel Hemocytes and Gill Cells
Authors: Katsumiti Kodo Filho, Alberto,Gilliland, Douglas,Arostegui Madariaga, Inmaculada,Cajaraville Bereciartua, Miren Pilare
Silver nanoparticles (Ag NPs) are increasingly used in many products and are expected to end up in the aquatic environment. Mussels have been proposed as marine model species to evaluate NP toxicity in vitro. The objective of this work was to assess the mechanisms of toxicity of Ag NPs on mussel… Public Library of Science (PLoS)

Multi-view classification of psychiatric conditions based on saccades
Authors: Roberto Santana,Alexander Mendiburu,Jose A. Lozano
Graphical abstractDisplay Omitted HighlightsUsing saccadic information to classify different psychiatric conditions.Classifiers could be used to reduce the possible diagnoses for a given patient.Simple descriptors are extracted from the saccades.Fictitious saccades help to improve the… Elsevier BV

Cytotoxicity of Au, ZnO and SiO₂ NPs using in vitro assays with mussel hemocytes and gill cells: Relevance of size, shape and additives.
Authors: Alberto, Katsumiti,Inmaculada, Arostegui,Miriam, Oron,Douglas, Gilliland,Eugenia, Valsami-Jones,Miren P, Cajaraville
Metal-bearing nanoparticles (NPs) possess unique physico-chemical characteristics that make them useful for an increasing number of industrial products and applications, but could also confer them a higher toxicity due to their higher reactivity compared to bulk forms of the same materials. There… Journal: Nanotoxicology

Cytotoxicity of Au, ZnO and SiO2NPs usingin vitroassays with mussel hemocytes and gill cells: Relevance of size, shape and additives
Authors: Inmaculada Arostegui,Douglas Gilliland,Miriam Oron,Miren P. Cajaraville,Eugenia Valsami-Jones,Alberto Katsumiti
AbstractMetal-bearing nanoparticles (NPs) possess unique physico-chemical characteristics that make them useful for an increasing number of industrial products and applications, but could also confer them a higher toxicity due to their higher reactivity compared to bulk forms of the same materials… Informa UK Limited