Models developed using machine learning are increasingly prevalent in scientific research. At the same time, these models are notoriously opaque. Explainable AI aims to mitigate the impact of opacity by rendering opaque models transparent. More than being just the solution to a problem, however, Explainable AI can also play an invaluable role in scientific exploration. This paper describes how post-hoc analytic techniques from Explainable AI can be used to refine target phenomena in medical science, to identify starting points for future (...) investigations of causal relationships, and to generate possible explanations of target phenomena in cognitive science. In this way, this paper describes how Explainable AI—over and above machine learning itself—contributes to the efficiency and scope of data-driven scientific research. (shrink)

Esta investigación da cuenta de cómo ha sido expresada, interpretada y fundada poéticamente la ciudad colombiana durante el siglo XX en las obras de los poetas colombianos Luis Vidales (Suenan Timbres), Rogelio Echavarría (El Transeúnte) y Juan Manuel Roca (Luna de ciegos y Los ladrones nocturnos). Indaga cómo estos tres poetas colombianos han fundado ciudades como textos escriturales y levantado cartografías simbólicas citadinas; realiza una interpretación de los universos de sus poéticas, de las constelaciones simbólicas que asume el poema como (...) universo del lenguaje, el cual construye topologías imaginarias sobre la ciudad, revelando arquetipos fundamentales, presentes en la poesía urbana colombiana. (shrink)

The aim of this paper is to point out significant and meaningful overlapping between several styles of scientific thinking, as they were proposed by Crombie (1981) and discussed by Hacking (1985; 2009). This paper is divided in four sections. First, I examine an interpretation made by Barnes (2004) about the incompatibility among scientific styles. As explained by its author, this interpretation denies any possibility of similarities between styles of scientific reasoning. In opposition, the following sections of this paper include explanations (...) of relevant characteristics of Geometry, as stated in Euclid's Elements, which are also present in other three scientific styles: modeling, experimental exploration and taxonomic style (and some of the shared characteristics are even used to define such styles). By stressing out these characteristics I argue that these four styles discussed by Hacking are not so different from each other, in fact, they overlap and may even be abridged into one foundational style: geometric. El objetivo de este artículo consiste en explicar traslapes importantes y significativos entre varios estilos de pensamiento científico, tal como fueron propuestos por Crombie (1981) y discutidos por Hacking (1985; 2009). El presente artículo está dividido en cuatro secciones. Primero, se examina la interpretación de Barnes (2004) sobre la incompatibilidad entre diversos estilos. Según este autor, no existe posibilidad alguna de encontrar similitudes en los estilos de razonamiento científico. En oposición a esta interpretación, las siguientes secciones explican características relevantes de la Geometría, tal como fueron plasmadas en Los Elementos de Euclides, y que están presentes en otros tres estilos: de modelación, de experimentación y taxonómico (las características compartidas incluso definen algunos de estos estilos). Destacar estas características me permite argumentar que estos cuatro estilos discutidos por Hacking no son tan diferentes entre sí, de hecho, se traslapan e incluso pueden ser condensados en un estilo fundacional: el geométrico. (shrink)

A nossa situação atual, em termos de fé cristã, é muito semelhante à do cego de nascença de que nos fala o evangelho (Jo 9,1-41). A experiência de vinte séculos de cristianismo não impede que Jesus mesmo nos dirija também esta pergunta: “Crês no Filho do Homem?” (Jo 9,35). A questão é saber se teríamos a simplicidade do cego para responder: “Quem é ele, Senhor, para que eu creia?” (Jo 9,36). Porque equivaleria a reconhecer que o conhecemos sem conhecê-lo. E (...) só quando aceitamos isso, pode recomeçar o processo de crer. A situação atual do cristianismo repercute no modo de crer e o condiciona. Não podemos continuar a crer por inércia. Aderir à pessoa de Jesus Cristo deixou de ser algo “evidente”. Não só para as novas gerações ou para os que julgam a fé cristã incompatível com o mundo moderno. Também para nós. Queiramos ou não, somos afetados por essa situação de desamparo. E o problema não é só de linguagem . Trata-se de uma experiência , a experiência de uma vida desconcertante mas fascinante, humana como a nossa mas “diferente”. Podem ainda as mesmas e velhas palavras da fé desencadear em nós a experiência que aqueles primeiros seguidores – homens e mulheres – fizeram diante da existência concreta de Jesus de Nazaré? Aderir a essa vida com a mesma significação que tinha para os primeiros cristãos: isso seria crer em Jesus Cristo hoje. Mas para isso teríamos que sentir o mesmo desamparo do cego de nascença: “Quem é ele, Senhor, para que eu possa crer”? O nosso perigo é sabermos demais. Por isso, para podermos recuperar a “diferença” cristã no que ela tem de verdadeiramente original é necessário aceitar que sejam questionadas as nossas “evidências” e reconhecer que a nossa figura de Jesus foi muitas vezes deformada. (shrink)

Following González Vergara (2006a, 2009, 2012), the presence of the morpheme se in Spanish is explained by a lexical phenomenon that modifies the logical structure of sentences in which it appears. This phenomenon decreases the importance of the Actor and favors the Undergoer. According to this proposal, this phenomenon expresses itself, in most of the Spanish sesentences, as a lexical rule that makes unspecific the highest ranking argument. Taking the above as a basis, this paper explores and proposes explanations for (...) se alternating verbs of the type of matar(se), morir(se), dormir(se), despertar(se), terminar(se), adelgazar(se), engordar(se), envejecer(se), mejorar(se), controlar(se), crecer(se) y aparecer(se) in the framework of the Role and Reference Grammar. (shrink)

Studies have suggested that metaphors (Lawyers are sharks) and similes (Lawyers are like sharks) have distinct representations: metaphors engender more figurative and abstract properties, whereas similes engender more literal properties. We investigated to what extent access to such representations occurs automatically, during on-line reading. In particular, we examined whether similes convey a more literal meaning by following the metaphors and similes with explanations that expressed either a figurative (dangerous) or a literal property (fish) of the vehicle. In a self-paced reading (...) with a moving window paradigm, we presented participants with negated simile and metaphor main clauses (Lawyers are not (like) sharks) followed by explanations that also negated either a figurative (because lawyers are not dangerous) or a literal property of the vehicle (because lawyers are not fish). We found that vehicles (sharks) in metaphors were read significantly faster than those in similes. In addition, explanations negating a figurative property were read faster after metaphors, whereas explanations negating a literal property were read faster after similes. These results support the hypothesis that metaphors and similes rely on different interpretive processes, suggesting that similes access literal representations while metaphor access figurative ones in real time. (shrink)

The purpose of the paper is to present a logical framework that allow to formalize a kind of prima facie duties, defeasible conditional duties, indefeasible conditional duties and actual (indefeasible) duties, as well as to show their logical interconnections.

La presente obra constituye el esfuerzo por rastrear la historia del pensamiento cosmovisional y filosófico latinoamericano, desde las cosmovisiones pre-colombinas hasta las corrientes filosóficas más actuales: las filosofías de la liberación, la postmodernidad y la postcolonialidad. Aunque el autor ha procurado en su voluminosa obra hacer referencia a todas las numerosas corrientes de pensamiento que se han ido dando en el amplio panorama cultural latinoamericano, se ha centrado sobre todo en rastrear la denominada filosofía americanista.

We show that basic hybridization (adding nominals and @ operators) makes it possible to give straightforward Henkin-style completeness proofs even when the modal logic being hybridized is higher-order. The key ideas are to add nominals as expressions of type t, and to extend to arbitrary types the way we interpret $@_i$ in propositional and first-order hybrid logic. This means: interpret $@_i\alpha _a$ , where $\alpha _a$ is an expression of any type $a$ , as an expression of type $a$ that (...) rigidly returns the value that $\alpha_a$ receives at the i-world. The axiomatization and completeness proofs are generalizations of those found in propositional and first-order hybrid logic, and (as is usual inhybrid logic) we automatically obtain a wide range of completeness results for stronger logics and languages. Our approach is deliberately low-tech. We don’t, for example, make use of Montague’s intensional type s, or Fitting-style intensional models; we build, as simply as we can, hybrid logicover Henkin’s logic. (shrink)

Multisensory Experiences: Where the senses meet technology takes you on a journey that goes from the fundamentals of multisensory experiences, through the relationship between the senses and technology, to what the future of those experiences may look like, and our responsibility in it.

This paper analyses some aspects in Osiander’s (1498-1552) “Preface” to De Revolutionibus (1543) by Nicolaus Copernicus (1473-1453) and the “Preface Letter” also by Copernicus to the Pope Paul III (1468-1549). The reading is carried out from the intellectual framework where the works are written, taking as a reference De Disciplinis (1531) by Juan Luis Vives (1492-1538), whose pedagogical thought had great influence on the 16th century. This paper points at the coincidence of attitudes as to the function of Mathematics, and (...) therefore, of Astronomy, for both a purely probabilistic assessment of theastronomical hypotheses, and the overcoming of the instrumentality of the calculations by means of their practical use. This last channel, promoted by a sceptic academicism which was already present in the first half of the 16th century, contributes to a better understanding of the reality of the progressive acceptation of a new structure of the world. Vives has very frequently been talked of as the clear antecedent of the great masters of thought of the modern culture, but his style and the dynamics of his thought -totally Humanist- are very different from those of Copernicus and Osiander, and thus, this paper aims to analyse his cultural context and his reflections about himself. (shrink)

The present text surveys and reevaluates the meaning and scope of Ortega y Gasset’s philosophy. The chapters reveal the most important aspects of his history such as the Neokantian training he went thru in Germany as well as his discovery of Husserl’s phenomenology around 1912. The work also covers his original contributions to philosophy namely vital and historical reason - and the cultural and educational mission he proposed to achieve. The Spanish – and to a certain extent the European – (...) circumstance was the milieu from which his work emerged but this does not limit Ortega’s scope. Rather, he believed that universal truths can only emerge from the particulars in which they are embedded. The publication in 2010 of a critical edition of his Complete Works opened worldwide access for many unpublished manuscripts, and some of his lectures. There is renewed interest among students and researchers in Ortega and this book uniquely delivers scholarship on his content in English. (shrink)

La obra de Leo Löwental, destacado representante de la Teoría crítica, se ha ocupado de la destrucción del individuo en el mundo contemporáneo. La «herencia de Calibán» que aquí traducimos es un ejemplo de ese análisis.