Artificial intelligence in all its developments is advancing faster than the capacity of institutions and organizations to offer legal, but also deontological responses: assuming the ethical implications of the new digital scenarios where technology learns from human routines to personalize content is fundamental from the academic, politicy and business spheres. This paper offers an interpretative framework of the evolution of smart speakers and voice assistants as tools for information singularization in parallel to the study of the European framework for the (...) creation of an ethics of ai. The results show an effort by institutions to respond to an unstoppable progress and demonstrate that ai cannot be addressed by legal regulation alone but is above all a matter of ethical preference. (shrink)

A large part of technological advances, especially in the field of industry, have been focused on the optimization of productive processes. However, the detection of anomalies has turned out to be a great challenge in fields like industry, medicine or stock markets. The present work addresses anomaly detection on a control level plant. We propose the application of different intelligent techniques, which allow to obtain one-class classifiers using real data taken from the correct plant operation. The performance of each classifier (...) is assessed and validated with real created faults, achieving successful overall results. (shrink)

Nowadays, the quality standards of higher education institutions pay special attention to the performance and evaluation of the students. Then, having a complete academic record of each student, such as number of attempts, average grade and so on, plays a key role. In this context, the existence of missing data, which can happen for different reasons, leads to affect adversely interesting future analysis. Therefore, the use of imputation techniques is presented as a helpful tool to estimate the value of missing (...) data. This work deals with the academic records of engineering students, in which imputation techniques are applied. More specifically, it is assessed and compared to the performance of the multivariate imputation by chained equations methodology, the adaptive assignation algorithm based on multivariate adaptive regression splines and a hybridization based on self-organisation maps with Mahalanobis distances and AAA algorithm. The results show that proposed methods obtain successfully results regardless the number of missing values, in general terms. (shrink)

The use of batteries became essential in our daily life in electronic devices, electric vehicles and energy storage systems in general terms. As they play a key role in many devices, their design and implementation must follow a thorough test process to check their features at different operating points. In this circumstance, the appearance of any kind of deviation from the expected operation must be detected. This research deals with real data registered during the testing phase of a lithium iron (...) phosphate—LiFePO4—battery. The process is divided into four different working points, alternating charging, discharging and resting periods. This work proposes a hybrid classifier, based on one-class techniques, whose aim is to detect anomalous situations during the battery test. The faults are created by modifying the measured cell temperature a slight ratio from their real value. A detailed analysis of each technique performance is presented. The average performance of the chosen classifier presents successful results. (shrink)

Automatic control of physiological variables is one of the most active areas in biomedical engineering. This paper is centered in the prediction of the analgesic variables evolution in patients undergoing surgery. The proposal is based on the use of hybrid intelligent modelling methods. The study considers the Analgesia Nociception Index to assess the pain in the patient and remifentanil as intravenous analgesic. The model proposed is able to make a one-step-ahead prediction of the remifentanil dose corresponding to the current state (...) of the patient. The input information is the previous remifentanil dose, the ANI variable and the electromyogram signal. Modelling techniques used are Artificial Neural Networks and Support Vector machines for Regression combined with clustering methods. Both training and validation were done with a real dataset from different patients. Results obtained show the potential of this methodology to calculate the drug dose corresponding to a given analgesic state of the patient. (shrink)

En la primera parte de este trabajo, expongo el principal argumento a favor de la prohibición: el Estado tiene el deber de prohibir las conductas inmorales. El consumo es una conducta inmoral. Por eso, el Estado lo debe prohibir. Seguidamente, muestro que aunque hay razones para pensar que el consumo es una conducta inmoral, esto no implica que el Estado lo deba prohibir. Segundo, expongo el principal argumento en contra de la prohibición: el Estado sólo debe penalizar las acciones seriamente (...) inmorales que causan un daño a los demás. El consumo no es una acción de estas, en consecuencia, el Estado no lo debe penalizar. Luego, analizo las premisas que componen este argumento, muestro que son fiables y que, por lo tanto, el argumento es sólido. De esto se sigue que no se debe prohibir el consumo y que, por el contrario, éste debe ser protegido por la ley. (shrink)

BackgroundThe COVID-19 pandemic has hit almost all countries around the globe, seriously affecting the welfare of populations. Spain is especially hard-hit. In this context, the purpose of the present study is to analyze social, demographic, and economic correlates of mental health during the COVID-19 pandemic in the population residing in Spain.MethodThe sample of this cross-sectional study was comprised of 801 participants aged 18 or older and residing in Spain. Data collection was carried out during March and April 2020. Data of (...) mental health and well-being indicators, and those of a wide number of social, demographic, and economic variables were recorded. Linear regression models were built to value associations between mental health and social, demographic, and economic indicators.ResultsMental health morbidity was higher in women, younger people, individuals with medium studies, people with fewer children, singles, students, and unemployed individuals. Positive affect was higher among women, people with a high level of studies, those not co-living with dependent seniors, the self-employed, the employed, and those working outside home. Negative affect was negatively associated with age and number of children and was higher among women, people with basic studies, singles, individuals co-living with dependent seniors, homemakers, and students.ConclusionThe most vulnerable populations were found to be women, younger people, people with basic or medium studies, students and individuals with no remunerated activities, single populations, and those co-living with dependent seniors as well as those with a reduced number of children. (shrink)

In this article I will try to show that economic inequality, the militarization of states, hatred and violence are the main causes of most armed conflicts. By supporting my argument upon a line originated in the East, but which is not unknown in Western thought, I propose to go on researching both Gandhian pacifism and some values consciously cultivated by Buddhism, such as the value of universal compassion, which are very important to strengthen a culture of peace.

Detecting intrusions in large networks is a highly demanding task. In order to reduce the computation demand of analysing every single packet travelling along one of such networks, some years ago flows were proposed as a way of summarizing traffic information. Very few research works have addressed intrusion detection in flows from a visualizations perspective. In order to bridge this gap, the present paper proposes the application of a novel projection method (Beta Hebbian Learning) under this framework. With the aim (...) to validate this method, 8 traffic segments, containing many flows, have been analysed by means of this projection method. The promising results obtained for these segments, extracted from the University of Twente dataset, validate the proposed application. (shrink)

In this study, a hybrid model based on intelligent techniques is developed to predict the active power generated in a bioclimatic house by a low power wind turbine. Contrary to other researches that predict the generated power taking into account the speed and the direction of the wind, the model developed in this paper only uses the speed of the wind, measured mainly in a weather station from the government meteorological agency (MeteoGalicia). The wind speed is measured at different heights, (...) against the usual measurements in others researches, which uses the wind speed and the direction measured in a weather station on the wind turbine nacelle. The prediction is performed 30 minutes ahead, what ensures that the Building Management System knows the energy generated by the low power wind turbine 30 minutes before, and it can adapt the consumption of different equipment in the house to optimize the power use. The main objective is to allow the Building Management System to optimize the uses of energy, taking into account the predicted amount of energy that will be produced and the energy consumed in the house. The developed model uses a hybrid topology with four clusters to improve the prediction, achieving an error lower than 6.5% for Mean Absolute Error measured in a final test. To perform this test, part of the original dataset was isolated from the beginning of the training process to check the model with a dataset that is not used before, simulating the model as it is receiving new data. (shrink)

Closed-loop administration of propofol for the control of hypnosis in anesthesia has evidenced an outperformance when comparing it with manual administration in terms of drug consumption and post-operative recovery of patients. Unlike other systems, the success of this strategy lies on the availability of a feedback variable capable of quantifying the current hypnotic state of the patient. However, the appearance of anomalies during the anesthetic process may result in inaccurate actions of the automatic controller. These anomalies may come from the (...) monitors, the syringe pumps, the actions of the surgeon or even from alterations in patients. This could produce adverse side effects that can affect the patient postoperative and reduce the safety of the patient in the operating room. Then, the use of anomaly detection techniques plays a significant role to avoid this undesirable situations. This work assesses different one-class intelligent techniques to detect anomalies in patients undergoing general anesthesia. Due to the difficulty of obtaining real data from anomaly situations, artificial outliers are generated to check the performance of each classifier. The final model presents successful performance. (shrink)

Durante la Edad Moderna y Contemporánea numerosos retos se han abordado, de manera ideal o real, desde una perspectiva cosmopolita. El descubrimiento de América, las guerras entre Estados europeos en el siglo XVIII o la Segunda Guerra Mundial, son ejemplos de ello. En la época actual, la humanidad se enfrenta también a una serie de retos globales de gran magnitud: el mantenimiento de la paz, el respeto y garantía de los derechos humanos, el cambio climático, las migraciones internacionales, el aumento (...) de la desigualdad, las pandemias, el terrorismo, los paraísos fiscales o el colapso de los sistemas financieros. La nueva obra de Juan Carlos Velasco busca precisamente abordar con carácter descriptivo, valorativo y normativo uno de esos retos, las migraciones internacionales, y adopta para ello una mirada cosmopolita. La misma se inserta así dentro del corpus teórico de carácter cosmopolita que, principalmente desde el final de la Guerra Fría, una corriente de pensadores está desarrollando con la voluntad de dar respuestas a los temas de nuestro tiempo... (shrink)

The harmful consequences of fossil fuels use has resulted in the promotion of clean and renewable energies. During the past decades, green technologies have experienced a strong development, paying especial attention to wind energy, that covers a significant share of the electric energy demand. In this context, the main efforts are focused on the optimization of wind generator facilities, not only in the mechanic design but also in the energy management. Then, the present work deals with the prediction of the (...) energy generated in a small wind turbine placed in a bioclimatic house located on the north west region of Spain. This includes an analysis of the characteristics of the atmospheric variables registered during the turbine operation for a period of one year and an exploratory examination of a range of regression techniques in order to assess the suitability of using the registered information to predict the installation’s power generation levels on the short term. The study detailed in this work proves that this objective is an attainable one with a good degree of accuracy. (shrink)

In this research work a novel two-step system for anomaly detection is presented and tested over several real datasets. In the first step the novel Exploratory Projection Pursuit, Beta Hebbian Learning algorithm, is applied over each dataset, either to reduce the dimensionality of the original dataset or to face nonlinear datasets by generating a new subspace of the original dataset with lower, or even higher, dimensionality selecting the right activation function. Finally, in the second step Principal Component Analysis anomaly detection (...) is applied to the new subspace to detect the anomalies and improve its classification capabilities. This new approach has been tested over several different real datasets, in terms of number of variables, number of samples and number of anomalies. In almost all cases, the novel approach obtained better results in terms of area under the curve with similar standard deviation values. In case of computational cost, this improvement is only remarkable when complexity of the dataset in terms of number of variables is high. (shrink)

This paper aims to enhance security in IoT device networks through a visual tool that utilizes three projection techniques, including Beta Hebbian Learning (BHL), t-distributed Stochastic Neighbor Embedding (t-SNE) and ISOMAP, in order to facilitate the identification of network attacks by human experts. This work research begins with the creation of a testing environment with IoT devices and web clients, simulating attacks over Message Queuing Telemetry Transport (MQTT) for recording all relevant traffic information. The unsupervised algorithms chosen provide a set (...) of projections that enable human experts to visually identify most attacks in real-time, making it a powerful tool that can be implemented in IoT environments easily. (shrink)

This work focuses on the application of machine learning techniques to assist the clinicians in the administration of analgesic drug during general anaesthesia. Specifically, the main objective is to propose the basis of an intelligent system capable of making decisions to guide the opioid dose changes based on a new nociception monitor, the analgesia nociception index. Clinical data were obtained from 15 patients undergoing cholecystectomy surgery. By means of an off-line study, machine learning techniques were applied to analyse the possible (...) relationship between the analgesic dose changes performed by the physician due to the hemodynamic activity of the patients and the evolution of the ANI. After training different classifiers and testing the results under cross validation, a preliminary relationship between the evolution of ANI and the dosage of remifentanil was found. These results evidence the potential of the ANI as a promising index to guide the infusion of analgesia. (shrink)

En este artículo se abordan aspectos centrales del pensamiento de Luis Villoro que se desprenden de la relación crítica que mantuvo con la fenomenología trascendental de Edmund Husserl. Algunos de ellos son las preguntas sobre el sentido que tenga la reflexión filosófica en los contextos vitales y sociales concretos en los que se lleva a cabo, así como sobre la tarea de la filosofía misma, los temas sobre los que no puede dejar de hablar y el tipo de conocimiento (...) al que debe aspirar. En la parte final se sugiere que las perspectivas que se abren con el estudio comparativo de estos dos pensadores son importantes para reivindicar la tarea crítica de la filosofía respecto de la realidad en la que se cultiva y se despliega. (shrink)

RESUMEN Una vez que el foco de la reflexión pasa de las teorías ideales a la aplicación de la justicia social, centrada en las instituciones de las sociedades democráticas, se requiere prestar especial atención a los estilos de vida. Estos tienen una alta incidencia en cómo la justicia es realizada y afectan tanto a la desigualdad económica como a la disponibilidad de los recursos naturales. En nuestras sociedades es posible establecer restricciones a los estilos de vida, especialmente en aquellos casos (...) en que, por el efecto de algunas dinámicas sociales, aquellos se desacoplan de las concepciones del bien. Se defiende que, en tales casos, la base normativa que permite exigir el respeto a los estilos de vida se disuelve y por ello es posible justificar su restricción. ABSTRACT Now that the focus of reflection has shifted from ideal theories to the application of social justice, centered on the institutions of democratic societies, it is necessary to pay special attention to lifestyles, since they not only influence the realization of justice, but also have an effect on economic inequality and the availability of natural resources. In our societies, it is possible to place restrictions on lifestyles, especially in those cases in which, influenced by certain social dynamics, they disengage from conceptions of the good. The article argues that, in those cases, the normative base grounding the demand that lifestyles be respected is dissolved, thus justifying their restriction. (shrink)

Esta investigación presenta planteamientos fenomenológicos y hermenéuticos sobre el quehacer teológico en el contexto de la Universidad Católica Luis Amigó, en miras a la renovación del trabajo del pregrado definido como una Teología en contexto. Se buscó comprender en qué consiste tal quehacer teológico porque así lo requiere la carrera en los actuales marcos de comprensión socioeclesial, además de las definiciones institucionales dentro de la Universidad. Para esta comprensión, junto a la revisión de los aportes históricos, filosóficos y teológicos (...) en general, se hizo necesario plantear una metodología cualitativa que incluyó, a partir de la técnica del grupo focal, la experiencia de estudiantes y maestros que entienden, fraguan y asimilan este conocimiento teológico-contextual al interior de las aulas de clase. Así se da cuenta del mundo de la vida y de la interpretación del acto de vida, donde se hacen las construcciones teológicas. Finalmente, se comparte el análisis y discusión de los resultados con el propósito de aportar horizontes desde y para la institución, con el fin de facilitar una Teología al servicio de las comunidades y de la sociedad colombiana. (shrink)

Durante el año 2008, el Seminario de Sociedad y Cultura Contemporáneas de nuestra universidad quiso celebrar un ciclo de conferencias sobre la actualidad de lo trágico. Nuestra convicción era que la cultura contemporánea volvía a necesitar la voz y la energía del pensamiento de la tragedia, después de que estas hubieran sido interesadamente neutralizadas en los últimos tiempos. Para este proyecto, se contó con la presencia de toda una autoridad mundial en esta área, Sergio Givone, así como con reputados profesores (...) españoles como Luis Enrique de Santiago Guervós, Pilar López de Santamaría, Marco Parmeggiani o Celso Sánchez Capdequí; acompañados a su vez de jóvenes promesas del panorama nacional. El resultado de ese ciclo es este volumen, donde se recorre a ese respecto un trayecto tanto cronológico (que pasa por Schopenhauer, Dostoievski, Nietzsche, Unamuno, los futuristas) como temático (con asuntos tales que la libertad, el amor fati, el arte contemporáneo, la novedad y la educación). (shrink)

The meanings of utterances and thoughts are commonly regarded in philosophical semantics as abstract objects, called «propositions», which account for how different utterances and thoughts can be synonymous and which constitute the primary truth-bearers. I argue that meanings are instead natural properties that play causal roles in the world, that the kind of «One over Many» thinking underlying the characterization of shared meanings as abstract objects is misguided and that utterances and thoughts having truth-values in virtue of their meanings does (...) not entail that meanings themselves are truth-bearers. (shrink)

Este artículo plantea que ciertas situaciones en las que nos vemos obligados a prestar atención a los riesgos que tomamos al confiar, como la amenaza de violencia o la ruptura de la confianza, motivan una forma particular de confianza en la cual nos interesa tomar consciencia de las creencias, valoraciones e intenciones prácticas implicadas al confiar. Tras describir fenomenológicamente, desde una perspectiva husserliana, la estructura de esta forma de confianza, denominada confianza reflexiva o racional, se expone por qué su análisis (...) filosófico puede contruibuir a aclarar problemáticas epistemológicas y éticas que se desprenden del carácter social de nuestra existencia. En la parte final del artículo se sugiere que el concepto de confianza reflexiva o racional puede servir para entender problemáticas relacionadas con la posverdad y para discernir algunas formas básicas de dominación y de complicidad con la dominación. (shrink)

This article addresses the question raised by the Anthropocene of rethinking the concept of autonomy which, in the conditions of the new geological epoch, is subject to a crisis of legitimation. It explores the ‘strong hypothesis’ according to which nature is a necessary condition of our qualitative experience of the world and a constitutive relation of autonomy defined as the self-realisation of individual identity. With this aim in mind, the article attempts to rethink the concept of recognition in order to (...) conceive a recognising attitude of nature in the form of love of nature as a form of adequate recognition. Rethinking recognition can serve as foundation of an ‘objective’ theory of autonomy, that is, a theory that explains how nature can be defined as a condition and constitutive relation of autonomy. The article, therefore, proposes to reformulate the concept of autonomy as the self-realisation of an ecological or environmental identity in the form of the self-realisation of an ecological ethos, that is, an attitude of respect and care for nature. This enquiry, ultimately, is a contribution to the task of rethinking the basis of our conceptions of autonomy and freedom in the Anthropocene, so that the idea of autonomy can legitimately constitute the central value of the social transformation that is needed to face the ecological crisis. (shrink)

En partant de la notion de « jargon » mobilisée par Adorno dans son livre contre Heidegger, cet article entend contribuer à une histoire sociale du concept d’authenticité, dans une perspective critique qui s’intéresse à ses usages au sein de différents milieux musicaux et musicologiques. Le rock et la pop, les musiques ethniques et/ou traditionnelles, les musiques anciennes, sont autant de contextes où dans la deuxième moitié du vingtième siècle ont pris forme de manière indépendante ce qu’on peut appeler des (...) querelles de l’authenticité. Nous faisons l’hypothèse que cela s’explique moins pour des raisons techniques communes à ces différents types de musiciens que parce que la diffusion de l’existentialisme et la vogue de la contreculture dans les années 1960 ont installé dans le sens commun l’idée qu’une vie authentique est l’un des noms contemporains de la vie bonne. (shrink)

Based on an ethnographic case study, we describe the family experiences and the access to formal education of 30 Paraguayan women to show how these factors influence their labor insertion at the Paraná Tri-Border Area. We will start by reviewing the theoretical debates about gender inequality in labor insertion in border territories. Then, we will explain the study’s methodology and the profile of the interviewees. The analysis consists in describing the relationship between the rural origins of these women and gender (...) inequalities; we will establish how these inequalities are related to low access to formal education and the precariousness of their insertion into the job market. In addition, we will show how these circumstances imply a contradiction in their work experience on the border, between the abuses suffered and the autonomy gained; and we will analyze the expectations of transgenerational transformation that our protagonists project in their children. (shrink)