Feature selection is a widely studied technique whose goal is to reduce the dimensionality of the problem by removing irrelevant features. It has multiple benefits, such as improved efficacy, efficiency and interpretability of almost any type of machine learning model. Feature selection techniques may be divided into three main categories, depending on the process used to remove the features known as Filter, Wrapper and Embedded. Embedded methods are usually the preferred feature selection method that efficiently obtains a selection of the (...) most relevant features of the model. However, not all models support an embedded feature selection that forces the use of a different method, reducing the efficiency and reliability of the selection. Neural networks are an example of a model that does not support embedded feature selection. As neural networks have shown to provide remarkable results in multiple scenarios such as classification and regression, sometimes in an ensemble with a model that includes an embedded feature selection, we attempt to embed a feature selection process with a general-purpose methodology. In this work, we propose a novel general-purpose layer for neural networks that removes the influence of irrelevant features. The Feature-Aware Drop Layer is included at the top of the neural network and trained during the backpropagation process without any additional parameters. Our methodology is tested with 17 datasets for classification and regression tasks, including data from different fields such as Health, Economic and Environment, among others. The results show remarkable improvements compared to three different feature selection approaches, with reliable, efficient and effective results. (shrink)

After the global economic collapse triggered by the Great Recession, there has been an increased interest in the potential psychological implications of periods of economic decline. Recent evidence suggests that negative personal experiences linked to the economic crisis may lead to diminished generalized trust (i.e., the belief that most of the people of the society are honest and can be trusted). Adding to the growing literature on the psychological consequences of the economic crisis, we propose that the perceived personal impact (...) of the economic crisis not only would undermine generalized trust but also may lead to increased interpersonal trust (i.e., directed to specific and close people) and depersonalized in-group trust (i.e., directed to individuals who, while strangers, belong to the same group [e.g., social class]). Across three studies (N = 1379), we tested these central hypotheses and ascertained whether the perceived personal impact of the crisis would predict these types of trust (assessed using questionnaire and behavioral measures) independent of individuals’ socioeconomic status. Non-experimental data from Study 1 revealed that a higher perceived personal impact of the crisis is related to lower levels of generalized trust and higher levels of interpersonal trust. These effects were independent of participants’ socioeconomic status. Non-experimental data from Study 2 replicated the findings obtained in Study 1 and also showed a positive association between the perceived personal impact of the crisis and depersonalized in-group trust. This pattern of results emerged even after controlling for socioeconomic status, gender, age, political orientation, religiosity, and unemployment status. In Study 3, using an experimental design, we found that the salience of a possible economic downturn led to decreased generalized trust and increased interpersonal and depersonalized in-group trust—independently of socioeconomic status—compared with the control condition. These results challenge the conventional wisdom that economic crises invariably undermine trust in others. The implications of the present research as well as future research directions are discussed. (shrink)

In the city of Elche, every year, on the 14th and 15th of August, a sacred musical play about the death, the Assumption and the Coronation of the Virgin Mary is held. This event, known as the “Misterio de Elche”, is unique in the world. Since the middle of the 15th century it has been performed in the Basilica of Santa Maria and in the streets of the ancient city of Elche, located in the Valencian Community. In this work, classified (...) as a UNESCO World Heritage Site, the interior of the temple is transformed into 2 main stages, the scaffold, located in the lower part, and the aerial stage, located in the dome at a height of 27 m. The structure and the traction mechanisms located on the aerial stage allow the aerial devices that take part in the play, “El Araceli”, “La Mangrana” and “La Santísima Trinidad”, to be raised and lowered. It should be noted that between 2 and 5 singing actors are embarked on these devices. This article describes the main characteristics of the aerial stage structure, the 3 apparatus and the mechanical systems used. In addition, the age and modifications of “El Araceli” are analysed, as well as the results of a non-destructive test carried out on this device. (shrink)

Time series forecasting is a well-known deep learning application field in which previous data are used to predict the future behavior of the series. Recently, several deep learning approaches have been proposed in which several nonlinear functions are applied to the input to obtain the output. In this paper, we introduce a novel method to improve the performance of deep learning models in time series forecasting. This method divides the model into hierarchies or levels from simpler to more complex ones. (...) Simpler levels handle smoothed versions of the input, whereas the most complex level processes the original time series. This method follows the human learning process where general/simpler tasks are performed first, and afterward, more precise/harder ones are accomplished. Our proposed methodology has been applied to the LSTM architecture, showing remarkable performance in various time series. In addition, a comparison is reported including a standard LSTM and novel methods such as DeepAR, Temporal Fusion Transformer, NBEATS and Echo State Network. (shrink)

Este trabajo analiza el lenguaje subjetivo empleado por el intelectual y político andalusí Lisān al-Dīn Ibn al-Ḫaṭīb (m. 1375) en su obra de exilio Nufāḍat al-ǧirāb. El objetivo es explorar la utilidad de un enfoque lingüístico en la comprensión del lugar que ocupa este texto dentro del proceso de transición cultural del Occidente islámico hacia el paradigma moderno europeo. El estudio se divide en tres partes: en la primera, se hace una breve introducción al autor, a su contexto socio-político y (...) al contenido de la obra; en la segunda, se plantea una metodología cuantitativo-cualitativa a través de la cual se estructura el texto misceláneo digitalizado en función de sus géneros y se especifica un esquema de anotación que permite extraer las instancias de los fenómenos lingüísticos más destacados; y en la tercera, se procede al análisis de los datos obtenidos en torno a la acción, la emoción y la evaluación. El análisis muestra una compleja codificación de la subjetividad en la Nufāḍa donde, a diferencia del Taʿrīf de Ibn Ḫaldūn, las marcas de expresión en primera persona, aunque significativas, son escasas. Sin embargo, se identifica un abundante uso de adjetivos evaluativos a lo largo de la obra, con una riqueza léxica que permite revelar de forma explícita el punto de vista del sujeto autor. Este hallazgo demuestra la utilidad de una metodología híbrida en la aproximación a textos histórico-literarios premodernos, así como la necesidad de incorporar el análisis lingüístico, empírico y comparativo al estudio de la transición epistemológica señalada. (shrink)

Astrology, its legitimacy, and the limits of its acceptable practice were debated in sixteenth- and seventeenth-century Europe. Many of the related arguments were mediated by the work of Giovanni Pico della Mirandola and the responses to it. Acknowledging the complexities of the relationship between astrological ideas and Christian teachings, this paper focuses on the Catholic debates by specifically considering the decisions about astrology taken by the Spanish Inquisition. The trials of astrologers are examined with the aim of understanding the role (...) of experts in astrology in early modern Spain. This study brings into view the specific nature of the debate on astrology in Spain, the consequences of the actions of the Inquisition and the social control it exerted. The historical events discussed comprise a particular case and also mirror the general debates about astrology taking place in early modern Europe. The experts’ opinions expressed in trials and in reports about the discipline received by the Inquisition reveal two key traits of the debate: the dispute about who had the authority to decide on the legitimacy of astrology and the disagreement about what constituted natural and judicial astrological practices. These led to different opinions about what was to be done with each defendant and about what content in their books ought to be forbidden. (shrink)

Actualmente, encontramos en la etapa de secundaria un número importante de adolescentes que muestran serias dificultades a la hora de poder expresar los conocimientos adquiridos durante el proceso de enseñanza- aprendizaje. Las causas que pueden aparecer tras esta dificultad pueden ser diversas. Este trabajo se centra en aquellos adolescentes que no mostrando ninguna causa que justifique aparentemente su dificultad de actuación en este ámbito, parecen tener problemas a la hora de expresarse a partir de la lengua escrita.….

The purpose of this paper is to show through the concrete example of epileptic seizure anticipation how neuro-dynamic analysis and “pheno-dynamic” analysis may guide and determine each other. We will show that this dynamic approach to epileptic seizure makes it possible to consolidate the foundations of a cognitive non pharmacological therapy of epilepsy. We will also show through this example how the neuro-phenomenological co-determination could shed new light on the difficult problem of the “gap” which separates subjective experience from neurophysiological (...) activity. (shrink)

Abstract:: This essay addresses the notion of public order from the point of view of biopolitics. With that aim, it relates the authoritarian response to social protest with the moral ordering of public space, using the case of the 15-M movement in Spain. Then, it reads the notion of public order as a dispositive, in the Foucauldian sense of the term. Departing from there, it presents a brief genealogical approach to the relations among sexual and racial ordering o public space. (...) Finally, in dialogue with Sarah Ahmed and Mary Douglas, it explores the role of the biopolitics of public order in the constitution and policing of the moral and physical, internal and external borders separating the political community from its various others. (shrink)

Socioeconomic status (SES) is a complex and multidimensional construct, encompassing both independent objective characteristics (e.g., income or education) and subjective people’s ratings of their placement in the socioeconomic spectrum. Within the growing literature on subjective SES belongingness and psychological well-being, subjective indices of SES have tended to center on the use of pictorial rank-related social ladders where individuals place themselves relative to others by simultaneously considering their income, educational level, and occupation. This approach, albeit consistent with the idea of these (...) social ladders as summative or cognitive SES markers, might potentially constrain individuals’ conceptions of their SES. This research ( N = 368; M age = 39.67, SD = 13.40) is intended to expand prior investigations on SES and psychological well-being by revisiting the role of subjective SES. In particular, it (a) proposes an innovative adaptation of the traditional MacArthur Scale of subjective SES to income, education, and occupation, thus resulting in three separate social ladders; and (b) tests the empirical contribution of such three social ladders to psychological well-being. Overall, our findings showed that the novel education and occupation ladders (excluding the income ladder) are predictive of a significant part of the variance levels of psychological well-being that is not due to canonical objective metrics of SES (i.e., income, education, and occupation), or to the conventional MacArthur Scale of subjective SES. Although preliminary, these results underscore the need to further reconsider (subjective) SES-related conceptualization and measurement strategies to gather a more comprehensive understanding of the SES-psychological well-being link. (shrink)

Objetivo: Analizar los riesgos psicosociales sufridos durante la pandemia por docentes. Método: Análisis descriptivo correlaciones y de comparación de medias. Muestra: 265 docentes no universitarios. Instrumentos: Cuestionario validado extraído de UNIPSICO Battery, Evaluación del Burnout- BAT y Escala de Inseguridad Laboral y cuestionario ad-hoc para medir recursos, información, medidas e impacto. Resultados: Inequidad seguido de sobrecarga son los mayores riesgos. Perciben falta de justicia organizacional, conflicto de rol e interpersonal, mayor carga de trabajo. Apoyo social alto. Recursos, información y medidas (...) insuficientes y un impacto moderado-alto en su desempeño profesional. Valores no significativos en cuanto a burnout y salud. (shrink)

The debate about the meaning of color terms in the philosophy of language has been dominated by two main issues. Firstly, there is the discussion about the context-dependency of color terms, specifically, quantity, the degree to which the object is of the color, and one of the dimensions of color quality, hue. Secondly, there is the question of how indexical contextualism can account for these elements of context-dependence. The aim of this chapter is twofold. First, to examine brightness, one of (...) the dimensions of color quality that has been neglected in the literature. For this purpose, we will examine how the equivalent of “white” in Arabic and Spanish interacts with brightness modifiers. The analysis will allow us to distinguish three different usage patterns, light source, light reflection, and contrast between white and black, pointing to three new ways of contextual incompleteness of color terms. Second, to assess indexical theories of color terms considering these new empirical findings. We will argue that the results of our study offer support for indexical contextualist theories by distinguishing new dimensions of contextual incompleteness of color terms. However, the consequences of applying the standard indexical contextualist explanation–hidden-variable analysis– are too strong. (shrink)

BackgroundScientific literature on posttraumatic growth after terrorist attacks has primarily focused on persons who had not been directly exposed to terrorist attacks or persons who had been directly exposed to them, but who were assessed few months or years after the attacks.MethodsWe examined long-term PTG in 210 adults directly exposed to terrorist attacks in Spain a mean of 29.6 years after the attacks. The participants had been injured by a terrorist attack or were first-degree relatives of people who had been (...) killed or injured by a terrorist attack. They completed diagnostic measures of emotional disorders and measures of PTSD and depression symptomatology, optimism, and PTG.ResultsMultiple regression analyses revealed gender differences and a positive linear relationship between PTG and cumulative trauma after the terrorist attack. Some PTG dimensions were significantly associated with PTSD symptomatology, these associations being linear, not curvilinear. However, PTG was not associated with depression symptomatology, diagnosis of emotional disorders, age, elapsed time since the attack, or optimism. In comparison with survivors assessed 18 years after the 1995 Oklahoma City bombing, Spanish victims of terrorism showed higher levels of appreciation of life, but lower levels of relating to others and spiritual change.ConclusionThe findings underscore the influence of gender on PTG and provide support to the hypothesis that some emotional distress may be a necessary condition of PTG. Future studies on PTG after terrorist attacks should take into consideration the characteristics of the terrorist attack itself and the contexts of violence and threat in which it occurred. The political, social, and cultural characteristics of the community affected by it and the profile and characteristics of other traumatic events suffered after the attack should also be taken into account in further research. (shrink)

El objetivo de este trabajo es teorizar el andamiaje integrado por las categorías de modos de apropiación de lo real, formas de la conciencia y contemplación estética, construida con referentes kantianos, hegelianos y marxistas. Con base en un esquema de investigación, los escritos más representativos fueron revisados y fichados en una base de datos; el fichero fue codificado y redactado el texto final. Se encontró que la conciencia individual se constituye con referentes de diferentes modos de apropiación de lo real (...) adquiriendo una forma determinada: empírica, mágico-religiosa, artística o teórica. A cada modo de apropiación corresponde una forma de conciencia y un determinado tipo de experiencia plena pero, la presencia de referentes de distintos modos de apropiación, permite que el mismo sujeto establezca experiencias de distinto tipo. (shrink)

«Fortaleza» y «debilidad» son dos adjetivos que se han utilizado prolijamente en la literatura científica sobre institucionalismo para describir la permanencia o, por el contrario, la porosidad y maleabilidad de las reglas y principios rectores en los que están atrincheradas las instituciones que sobreviven en equilibrio y, por tanto, no son alteradas unilateralmente.

Este libro es un homenaje a la trayectoria intelectual y académica de la profesora María Teresa López de la Vieja, Catedrática emérita de la Universidad de Salamanca. En él se trazan algunos de los caminos que, con su obra, nos invita a transitar. El volumen recoge contribuciones de colegas de varias nacionalidades y procedentes de diversos ámbitos de reflexión que le son afines: la filosofía moral y política, la literatura, la teoría de la argumentación, los estudios feministas, las éticas aplicadas, (...) la bioética. Los capítulos que componen este libro dan voz a varias generaciones de investigadoras e investigadores que han acompañado y acompañan su andadura académica y que aquí dialogan con ella haciendo propias sus preocupaciones intelectuales. Con su participación contribuyen al justo reconocimiento de su dedicación a la labor docente e investigadora. (shrink)

8 March, now known as International Women’s Day, is a day for feminist claims where demonstrations are organized in over 150 countries, with the participation of millions of women all around the world. These demonstrations can be viewed as collective rituals and thus focus attention on the processes that facilitate different psychosocial effects. This work aims to explore the mechanisms involved in participation in the demonstrations of 8 March 2020, collective and ritualized feminist actions, and their correlates associated with personal (...) well-being and collective well-being, collective efficacy and collective growth, and behavioral intention to support the fight for women’s rights. To this end, a cross-cultural study was conducted with the participation of 2,854 people from countries in Latin America and Europe, with a retrospective correlational cross-sectional design and a convenience sample. Participants were divided between demonstration participants and non-demonstrators or followers who monitored participants through the media and social networks. Compared with non-demonstrators and with males, female and non-binary gender respondents had greater scores in mechanisms and criterion variables. Further random-effects model meta-analyses revealed that the perceived emotional synchrony was consistently associated with more proximal mechanisms, as well as with criterion variables. Finally, sequential moderation analyses showed that proposed mechanisms successfully mediated the effects of participation on every criterion variable. These results indicate that participation in 8M marches and demonstrations can be analyzed through the literature on collective rituals. As such, collective participation implies positive outcomes both individually and collectively, which are further reinforced through key psychological mechanisms, in line with a Durkheimian approach to collective rituals. (shrink)

Tenemos aquí un claro ejemplo de dos lecturas en las que se aquilata la pertenencia de la investigación feminista al lema que reza theoria cum praxi. Divisa esta que encierra una problemática que ha sido leída de muy diversos modos en la historia de la filosofía, y sobre cuya dilemática relación también en la historia del feminismo se han apuntado claves esenciales.

Since the first volume appeared in 2005, the collection Controversies has brought together pieces of work related to the field of argumentation, giving particular attention to those that are concerned with theoretical and practical problems connected with discursive controversy and confrontation. Authors such as P. Barrotta, M. Dascal, S. Frogel, H. Chang and D. Walton had already either edited or written previous editions to the present volume (volume six) of the collection. F. H. van Eemeren and B. Garssen (the former (...) has already, with P. Houtlosser, edited the second volume of this collection) are responsible for compiling and editing this collection. In this volume Van Eemeren and Garssen edit works they conceive as being akin to those elements which, in argumentation discourse, serve to resolve – or often to present – differences of opinion. However, it should be added that this is not a mere editing job, but rather the result of an intellectual collaboration between two international research groups dedicated to a common field – consisting, on the one hand, of controversies and, on the other, of argumentation. (shrink)

ABSTRACTThe social content of affective stimuli has been proposed as having an influence on cognitive processing and behaviour. This research was aimed, therefore, at studying whether automatic exogenous attention demanded by affective pictures was related to their social value. We hypothesised that affective social pictures would capture attention to a greater extent than non-social affective stimuli. For this purpose, we recorded event-related potentials in a sample of 24 participants engaged in a digit categorisation task. Distracters were affective pictures varying in (...) social content, in addition to affective valence and arousal, which appeared in the background during the task. Our data revealed that pictures depicting high social content captured greater automatic attention than other pictures, as reflected by the greater amplitude and shorter latency of anterior P2, and anterior and posterior N2 components of the ERPs. In addition, social content also provoked greater allocation of processing resour... (shrink)