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)

This work presents a novel approach to forecast streaming big time series based on nearest similar patterns. This approach combines a clustering algorithm with a classifier and the nearest neighbours algorithm. It presents two separate stages: offline and online. The offline phase is for training and finding the best models for clustering, classification and the nearest neighbours algorithm. The online phase is to predict big time series in real time. In the offline phase, data are divided into clusters and a (...) forecasting model based on the nearest neighbours is trained for each cluster. In addition, a classifier is trained using the cluster assignments previously generated by the clustering algorithm. In the online phase, the classifier predicts the cluster label of an instance, and the proper nearest neighbours model according to the predicted cluster label is applied to obtain the final prediction using the similar patterns. The algorithm is able to be updated incrementally for online learning from data streams. Results are reported using electricity consumption with a granularity of |$10$| minutes for 4-hour-ahead forecasting and compared with well-known online benchmark learners, showing a remarkable improvement in prediction accuracy. (shrink)

Neste artigo, investigam-se o uso de e os argumentos a favor da história e da filosofia da ciência no ensino escolar dessas matérias. Enfatizam-se as propostas do Currículo Nacional Britânico e as recomendações contidas no Projeto americano 2061 de diretrizes curriculares. Algumas opiniões contrárias à inclusão de material histórico nas disciplinas de ciências são levantadas e contestadas. A tese piagetiana de que o desenvolvimento psicológico individual reflete o desenvolvimento dos conceitos na história da ciência é mencionada e serve de introdução (...) à questão da idealização em ciências. Relacionam- se alguns exemplos significativos de momentos quando, às custas de sua própria qualidade, a educação ignorou os estudos relacionados à filosofia da ciência. São fornecidos argumentos a favor da inclusão da história e da filosofia da ciência nos programas de formação de professores dessa área. Conclui-se o artigo com uma listagem de temas atuais cujo debate conjunto por professores, historiadores, filósofos e sociólogos poderia resultar em enormes benefícios para o ensino de ciências. (shrink)

Artificial Intelligence (AI) has become a driving force in modern research, industry and public administration and the European Union (EU) is embracing this technology with a view to creating societal, as well as economic, value. This effort has been shared by EU Member States which were all encouraged to develop their own national AI strategies outlining policies and investment levels. This study focuses on how EU Member States are approaching the promise to develop and use AI for the good of (...) society through the lens of their national AI strategies. In particular, we aim to investigate how European countries are investing in AI and to what extent the stated plans contribute to the good of people and society as a whole. Our contribution consists of three parts: (i) a conceptualization of AI for social good highlighting the role of AI policy, in particular, the one put forward by the European Commission (EC); (ii) a qualitative analysis of 15 European national strategies mapping investment plans and suggesting their relation to the social good (iii) a reflection on the current status of investments in socially good AI and possible steps to move forward. Our study suggests that while European national strategies incorporate money allocations in the sphere of AI for social good (e.g. education), there is a broader variety of underestimated actions (e.g. multidisciplinary approach in STEM curricula and dialogue among stakeholders) that can boost the European commitment to sustainable and responsible AI innovation. (shrink)

On Contextual Robust Alternatives Resumen: En su libro El libre albedrío: un estudio filosófico Carlos Moya presenta una objeción a los contraejemplos tipo-Frankfurt según la cual lo que hace que una alternativa sea robusta o no es el contexto en el que se encuentra el agente; así, alternativas que, en principio, no se verían como robustas y eximentes, pueden llegar a serlo en circunstancias especiales y los contraejemplos tipo-Frankfurt presentan, justamente, este tipo de circunstancias. En este escrito presento tres objeciones (...) al brillante argumento de Moya. En primer lugar, defiendo que no es claro que la alternativa que él considera robusta esté cumpliendo el papel de soportar, al menos en parte, la atribución de culpa del agente. En segundo lugar, retomo la respuesta que Moya ha dado a una crítica de Pereboom quien lo acusa de presuponer en el seno de su argumento al principio de posibilidades alternativas y, por ende, de caer en una petición de principio. Defiendo que la respuesta que ha dado Moya no le permite eludir la crítica de Pereboom. Finalmente, ofrezco una consideración acerca de cómo podría desarticularse la propuesta de Moya si se logra presentar un contraejemplo tipo-Frankfurt de corte determinista. Palabras clave: Alternativas robustas, contexto, contraejemplos tipo-Frankfurt, Principio de posibilidades alternativas, determinismo.: In his book El libre albedrío: un estudio filosófico Carlos Moya presents an argument against Frankfurt-Style cases according to which what makes an alternative robust and exempting is a matter of the context in which the agent finds himself; thus, alternatives that don’t seem to be robust can become robust and exempting in certain special circumstances, and Frankfurt scenarios present just such circumstances. In this paper I offer three objections to Moya’s brilliant argument. First, I defend that it is not clear that the alternative Moya finds in such cases is doing the work of grounding, at least partially, the attribution of blame to the agent. Secondly, I examine a reply Moya gives to a critique made by Pereboom according to which Moya’s argument presupposes the principle of alternative possibilities and thus begs the question against the compatibilist. I defend that Moya’s response is insufficient to elude Pereboom critique. Finally, I defend that Moya’s strategy can be disarticulated if a deterministic Frankfurt-case can be presented. Keywords: Robust alternatives, context, Frankfurt-style cases, Principle of alternative possibilities, determinism. (shrink)

Desde el terreno de la filosofía como estilo de vida, y de la subjetividad social y la interpretación como quehacer investigativo, analizo primero los relatos autobiográficos en su relación con la acción social y sus sentidos, es decir, la subjetividad social. Luego, presento una reflexión sobre la reconstrucción de la experiencia personal durante el relato (y el papel que juega la memoria en dicho proceso), que culmina con la incorporación del mito, como forma de configurar la narración desde un saber (...) colectivo de gran plasticidad. Termino presentando la utilidad metodológica del relato de vida en una investigación de corte praxeológico. (shrink)

Se argumenta que la crítica de Pryor al escepticismo sobre la justificación perceptiva está fuera de foco: mientras que el dogmatismo puede ser una explicación exitosa sobre la justificación perceptiva de las creencias empíricas de primer orden (i.e. de la justificación proposicional), es estéril frente a las críticas escépticas (de segundo orden) sobre el estatus epistémico de las creencias justificadas perceptivamente (es decir, frente a críticas que señalan la ausencia de justificación doxástica). Argumentamos que las dos principales motivaciones que Pryor (...) ofrece a favor de su dogmatismo –evitar el escepticismo respecto de la justificación perceptiva y proporcionar una explicación intuitiva de la misma– fallan, debido, principalmente, a su compromiso con ciertas tesis de corte externista que imposibilitan la satisfacción de los requisitos metaepistémicos impuestos por el escéptico. En vista de este déficit explicativo respecto a sus propias motivaciones, concluimos que el dogmatismo no es una explicación adecuada de la justificación perceptiva en general. (shrink)

As Fragment 46 of the first book of Sallust's Histories Maurenbrecher prints: Magnis operibus perfectis obsidium cepit per L. Catilinam legatum. This he takes in effect to mean that Lucretius Ofella after the completion of great siege works received reinforcements brought by L. Catiline legate of Sulla. The interpretation depends largely upon his contention that the phrase obsidium cepit is to be taken as equivalent to subsidium cepit, for which he claims the authority, ultimately, of Verrius Flaccus as represented by (...) Festus p. 193M s.v. obsidium. Though opinions may occasionally have differed as to the precise event documented by the fragment, this central assumption seems to have gone unchallenged by historians. Yet it rests upon remarkably insecure foundations. The reading cepit has scant authority and the interpretation of obsidium as subsidium none at all. It is in fact the result of misunderstanding the passage of Festus in which the text is embedded. In Lindsay's edition the Festus entry which is here quoted in full runs as follows: Obsidium tamquam praesidium, subsidium recte dicitur, cuius etiam auctor C. Laelius pro se apud populum : ‘Ut in nobis terra marique simul obsidium facerent.’ Et Sallustius historiarum I : ‘Magnis operibus perfectis obsidium coepit per L. Catilinam legatum.’ Coepit is the reading of the manuscript F, which has been generally accepted, while cepit appears only in the Aldine edition where it may well be an emendation or even an error, there being no obvious independent source which might have provided it. For Maurenbrecher it was merely the ‘correction’ of Corte who produced the earliest roughly chronological arrangement of the fragments of Sallust's Histories. (shrink)

RESUMEN Cuando se mira la masacre de El Salado, es difícil no preguntarse por los factores que llevaron a esta comunidad de los Montes de María, en el contexto de la guerra rural que vivía Colombia a finales del siglo XX, a volverse un objetivo militar por parte de las A.U.C. (Autodefensas Unidas de Colombia), es decir, a recibir la marca o estigma de 'pueblo guerrillero'; en otras palabras, a convertirse en un pueblo masacrable. El presente artículo intenta abordar esta (...) cuestión y para ello analiza las consecuencias de la ocupación de las FARC desde su ingreso a la región en los noventa. Los modos como este poder fareano dispuso de lógicas guerreristas y dejó poco margen de maniobra y libertad para los pobladores de El Salado; los saladeros no tuvieron opción ni libertad, y la cohabitación se confundió con la colaboración, la pasividad con la pertenencia. En una segunda parte, revisa los efectos de la arremetida brutal de las FARC contra cierto grupo de pobladores (en especial, ganaderos y fuerza pública); de algún modo, la masacre del 2000, ejecutada por las AUC, fue una respuesta impulsada por un odio desmedido frente a una violencia también excesiva por parte de las FARC en los años anteriores a la masacre. En este apartado, se habla acerca del odio y la venganza que se constituyen en afectos que contribuyeron decisivamente -entre otros más- a la masacre del año 2000. Las elaboraciones sobre la economía del odio de Sara Ahmed (2015) y las de Laura Quintana sobre los afectos (2020 y 2021) serán fundamentales. ABSTRACT When looking at the El Salado massacre, we wonder about the factors that led this town of los Montes de María, in the context of the rural war in Colombia at the end of the 20th century, to become a military objective by the A.U.C (Autodefensas Unidas de Colombia), that is, to receive the brand or stigma of 'guerrilla people'; that is, to become a massacrable town. This article tries to address this issue, thus analyzing the consequences of the FARC occupation since its entry into the region in the nineties. Ways like this Farean power had warmer logic and left little room for maneuver and freedom for the residents of El Salado; The saladeros had no choice or freedom, and cohabitation was confused with collaboration, passivity with belonging. in a second part, it reviews the effects of the brutal attack by the FARC against a certain group of residents (especially, ranchers and the military); in a way, the 2000 massacre, carried out by the AUC, was an inordinately hateful response to excessive violence by the FARC in the years before the massacre. In this section, we talk about the hatred and revenge that constitute elements that contributed decisively -among others- to the 2000 massacre. The elaborations on the economy of hate by Sara Ahmed (2015) and the elaborations of Laura Quintana on affects (2020 and 2021) will be fundamental. (shrink)

H G WellsHerbert George Wells, an English writer, was born on 21st 1866 and died on 13 Aug 1946. He was renowned for his works of science fiction especially 'The Time Machine'. He is also referred as 'The Father of Science Fiction'.

The human genome project's lasting legacies are the emerging insights into human physiology and disease, and the ascendance of biology as the dominant science of the 21st century. Sequencing revealed that >90% of the human genome is not coding for proteins, as originally thought, but rather is overwhelmingly transcribed into non‐protein coding, or non‐coding, RNAs (ncRNAs). This discovery initially led to the hypothesis that most genomic DNA is “junk”, a term still championed by some geneticists and evolutionary biologists. In contrast, (...) molecular biologists and biochemists studying the vast number of transcripts produced from most of this genome “junk” often surmise that these ncRNAs have biological significance. What gives? This essay contrasts the two opposing, extant viewpoints, aiming to explain their bases, which arise from distinct reference frames of the underlying scientific disciplines. Finally, it aims to reconcile these divergent mindsets in hopes of stimulating synergy between scientific fields. (shrink)

How can we take history seriously as real and relevant? Despite the hazards of politically dangerous or misleading accounts of the past, we live our lives in a great network of cooperation with other actors; past, present, and future. We study and reflect on the past as a way of exercising a responsibility for shared action. In each of the chapters of Full History Smith poses a key question about history as a concern for conscious participants in the sharing of (...) action, starting with “What Is Historical Meaningfulness?” and ending with “How Can History Have an Aim?” Constructing new models of historical meaning while engaging critically with perspectives offered by Ranke, Dilthey, Rickert, Heidegger, Eliade, Sartre, Foucault, and Arendt, Smith develops a philosophical account of thinking about history that moves beyond postmodernist skepticism. Full History seeks to expand the cast of significant actors, establishing an inclusive version of the historical that recognizes large-scale cumulative actions but also encourages critical revision and expansion of any paradigm of shared action. (shrink)

An analysis of the sources of Wittgenstein’s picture theory — which include not only his moment of insight on reading a magazine story about the use of models in a traffic court, but also the work of Russell, Hertz, and Boltzmann — provides the basis for an exploration of Wittgenstein’s articulation of a pictorial conception of representation in his wartime notebooks and its crystallization in the Tractatus. A discussion of Wittgenstein’s later criticism of the picture theory and his notion of (...) a “philosophical picture” illustrates the fundamental reversal in his transition to his later conception of philosophy: instead of taking literal pictures as a guide to the nature of meaning, he came to regard philosophical theories as akin to expressing an aesthetic preference for a certain style of representation. Wittgenstein’s treatment of factual language in the picture theory is related to his Tractarian approach to logical form, and the role of the show/say distinction in his early conception of logic and language. Particular attention is given to the difficulties generated by the idea that the conditions for the possibility of a given domain of discourse cannot be described in language, but must be shown by the form of words in question. (shrink)

The N ational Assembly held in the Frankfurt Paulskirche in 1848, which opened w ith high hopes for the unification o f Germ any on parliam entary constitutional principles, was left to die a year later, in the telling phrase o f D onoso Cortes, ‘like a street w om an in the gu tter’. In the period o f reaction that followed, during w hich the Paulskirche convention came to be described as the ‘parliam ent o f pro­ fessors’, (...) one o f its m em bers, Georg G ottfried Gervinus, was accused, in a trial for high treason, o f attem pting to prove the historical inevitability o f the supersession o f monarchical forms by republican forms. This was Gervinus’s second experience as a professorial m artyr. In 1837 he had been one o f the professors at the U niversity o f G ottingen, the ‘Gottingen Seven’, w ho protested the revocation o f the H anoverian constitution. For this he had been banished and given three days to leave the kingdom. The lesson he, and m any other liberal thinkers, learned from these experiences was that the Germ an middle classes were incapable o f perform ing the historical role assigned to them; they lacked the political will to establish a republican order. (shrink)

Hume's Reception in Early America: Expanded Edition brings together the original American responses to one of Britain's greatest men of letters, David Hume. Now available as a single volume paperback, this new edition includes updated further readings suggestions and dozens of additional primary sources gathered together in a completely new concluding section. From complete pamphlets and booklets, to poems, reviews, and letters, to extracts from newspapers, religious magazines and literary and political journals, this book's contents come from a wide variety (...) of sources published in colonial America and the early United States between 1758 and 1850. As well as classics by Thomas Jefferson, John Adams and Alexander Hamilton, it contains scores of unknown and hard-to-locate items, many of which have not been reprinted since their original publication. These responses are divided into four parts covering Hume's Essays; his Philosophical Writings; his History of England; and his Character and Death. Each of those parts has a separate introductory essay, and every selection is introduced by a short headnote that sets the piece in its historical context and provides bibliographical references. Packed with new insights into Hume and American thought and culture, Hume's Reception in Early America reveals the relevance and impact of Hume on American political, philosophical, historical, religious, and aesthetic debates. (shrink)

RESUMENEn este trabajo se resume la influencia del pensamiento de Ockham en las corrientes de filosofía modernas de corte racionalista: racionalismo, Ilustración, idealismo y fenomenología y estructuralismo. Para notar dicho influjo, se atiende tanto al método cognoscitivo de dichas corrientes como al tema real por ellas tratado. A la par, se establece una sucinta corrección de sus tesis principales desde la filosofía de L. Polo.PALABRAS CLAVEOCKHAM, RACIONALISMO, ILUSTRACIÓN, IDEALISMO, FENOMENOLOGÍA, ESTRUCTURALISMO, L. POLOABSTRACTIn this paper we study the influence of the (...) philosophy of G. of Ockham in some rationalistic modern philosophies: rationalism, Illustration, idealism, phenomenology and structuralism. We focus on the principal method and theme of these philosophies. We also add a brief correction of these thesis according to the philosophy of L. Polo.KEY WORDSOCKHAM, RATIONALISM, ILLUSTRATION, IDEALISM, PHENOMENOLOGY, STRUCTURALISM, L. POLO. (shrink)

Este artículo plantea la posibilidad de efectuar una renovación teórica en las ciencias sociales de corte constructivista a partir del giro realista surgido recientemente en el marco de la filosofía continental contemporánea. Para ello revisamos algunos aspectos básicos de la ontología orientada a objetos de G. Harman, de la teoría del ensamblaje de Manuel De Landa, y del materialismo especulativo de Q. Meillassoux. Nuestra hipótesis de partida sostiene que estas tres teorías poseen un amplio potencial teórico para reactivar el debate (...) en torno al tema de la realidad en el campo de la investigación social, al margen de cualquier subjetivismo, ya sea mediado por el lenguaje o la conciencia. Por último, pensamos y problematizamos los posibles cambios teóricos y metodológicos que podrían presentarse en este ámbito de investigación una vez asumido el giro ontológico realista de los filósofos aquí revisados. (shrink)

Filósofos modernos como Berkeley y Hume desplegaron una argumentación de corte escéptico en contra del llamado realismo ingenuo: la idea de que la experiencia perceptual provee un accesodirecto al mundo. Dicha argumentación ha sido criticada por Michael Martin y John Campbell, quienes reclaman justicia por una nueva forma de realismo ingenuo llamado relacionalista. Se argumenta que tanto el realismo ingenuo como el relacionalista son falsos, y se defiende la tesis central de Berkeley y Hume: no hay experiencias perfectamente verídicas de (...) objetos materiales. (shrink)

This work presents a proposal for the characterization of the UnconfinedCompressive Strength test, through a series of operations that can be carried outwithout inconvenience in the field. Initially, fresh rock samples are obtained from outcropsin the area and specimens of specific dimensions are made. After the test specimenelaboration phase, crushing and granulometric classification tests are carried out witha set of specimens and in parallel with a second group, UCS tests are carried out. With theresults, the rock is characterized by graphing (...) granulometric curves and in this graph theareas of fine granulometry are focused, inserting in these areas, the average value of UCS,with which it can be identified and determined when it is really necessary and It is inevitableto send rock samples to laboratories, thus saving time and money for the mining project. Keywords: compression, crushing, granulometry, rock. References [1] F. Blyth and M. de Freitas. Geología para Ingenieros. México: CEGSA, 2003. [2] F. Escolano and A. Mazariegos de la Serna. Guía de reconocimiento de rocas en Ingeniería Civil. España: Editorial Garceta, Escuela Técnica Superior de Ingeniería Civil, Universidad Politécnica de Madrid, 2014. [3] G. Stefano and J. Segovia. Notas del curso de Arte Minero I. Ecuador: Universidad del Azuay, 1991. [4] A. Maistri. Guía al Curso de Tratamiento de Minerales y a las Prácticas de Laboratorio. Ecuador: Universidad del Azuay, 1993. [5] O. Bustamante. Conminución de Minerales Trituración y Molienda. Colombia: Instituto de Minerales CIMEX, Universidad Nacional de Colombia-Sede Medellín, 2006. [6] E. Feijoo, C. Flores and B. Feijoo, "The Concept of the Granulometric Area and Its Relation with the Resistance to theSimple Compression of Rocks," 2019 7th International Engineering, Sciences and Technology Conference, Panama,Panama, 2019, pp. 52-56. [7] E. Feijoo and C. Iñiguez, “Corte en rocas y su relación con la resistencia a compresión simple”, RISTI, N.o E 30, pp. 59-67,junio 2020. [8] M. Galván. Mecánica de Rocas. Correlación entre la Resistencia a Carga Puntual y la Resistencia a Compresión Simple. Colombia: Universidad del Valle, 2015. [9] W. Marín. Evaluación de parámetros materiales de fractura en roca intacta. Colombia: Universidad Nacional de Colombiasede Medellín, 2017. [10]E. Feijoo and J. Padrón, “La resistividad de rocas y su relación con la resistencia a compresión simple en mina”, UCT, vol. 24, Núm. 99, pp. 61-67, abril 2020. (shrink)