A widespread need to explain the behavior and outcomes of AI-based systems has emerged, due to their ubiquitous presence. Thus, providing renewed momentum to the relatively new research area of eXplainable AI (XAI). Nowadays, the importance of XAI lies in the fact that the increasing control transference to this kind of system for decision making -or, at least, its use for assisting executive stakeholders- already affects many sensitive realms (as in Politics, Social Sciences, or Law). The decision-making power handover to (...) opaque AI systems makes mandatory explaining those, primarily in application scenarios where the stakeholders are unaware of both the high technology applied and the basic principles governing the technological solutions. The issue should not be reduced to a merely technical problem; the explainer would be compelled to transmit richer knowledge about the system (including its role within the informational ecosystem where he/she works). To achieve such an aim, the explainer could exploit, if necessary, practices from other scientific and humanistic areas. The first aim of the paper is to emphasize and justify the need for a multidisciplinary approach that is beneficiated from part of the scientific and philosophical corpus on Explaining, underscoring the particular nuances of the issue within the field of Data Science. The second objective is to develop some arguments justifying the authors’ bet by a more relevant role of ideas inspired by, on the one hand, formal techniques from Knowledge Representation and Reasoning, and on the other hand, the modeling of human reasoning when facing the explanation. This way, explaining modeling practices would seek a sound balance between the pure technical justification and the explainer-explainee agreement. (shrink)

The Ibero-American Conference is a forum for dialogue, consultation and cooperation in which the observance of human rights is an essential principle. These rights are an area of action of the Ibero-American system. The instruments adopted by the Conference and other Ibero-American instances provide political and legal indications in the field of human rights that must be developed through initiatives, actions, programmes and agendas of cooperation. Social rights deserve special attention at the Ibero-American Summits. All this should have an influence (...) on the positions of the Inter-American Court of Human Rights, particularly when it deals with cases in which are affected economic, social and cultural rights, as it has been done in the wake of recent judgments on the matter. The work of the Ibero-American system in the fields of migration and culture will be of particular interest to the Inter-American Court in determining the content and scope of the rights recognized and protected in the inter-American system. (shrink)

RESUMEN: La labor del Tribunal Penal Internacional para la Ex-Yugoslavia tuvo un momento importante en la compresión del principio de legalidad, como principio básico en la garantía de los derechos humanos, al enfrentar no sólo el derecho consuetudinario como fuente de derecho sino también diferentes modos o enfoques en la identificación de este derecho consuetudinario. Esta relación debe ser analizada a la luz de las limitaciones que tiene el derecho internacional y, sobre todo, de los procedimientos de creación de normas. (...) No resulta fácil exigir responsabilidad en el cumplimiento del derecho internacional humanitario y de los derechos humanos. La práctica de este Tribunal abre una vía para la reflexión con la finalidad de asegurar el respeto de los derechos humanos en cualquier circunstancia, incluso de aquellos que llevaron a cabo la comisión de graves crímenes contra la comunidad internacional.ABSTRACT: The work of the International Criminal Tribunal for the former Yugoslavia was important for understanding the principle of legality as a key principle on the guarantee of Human Rights. The former was due to the Tribunal’s work on having faced the customary law as a source of law using different perspectives for its identification. The link between customary law, principle of legality and human rights has to be analyzed taking in account the limits of International law and the procedures for creating legal norms. It is not easy to invoke responsibility in the fulfillment of international humanitarian law and international law of human rights. The practice developed by this Tribunal provides an avenue for thinking about ensuring the respect of the human rights in any case including the commission of grave crimes against international community. PALABRAS CLAVE: derecho internacional de los derechos humanos, principio de legalidad, derecho internacional humanitario, costumbre internacionalKEYWORDS: international law of human rights, principle of legality, international humanitarian law, international custom. (shrink)

Notwithstanding the potential danger to security and privacy, sharing and publishing data has become usual in Data Science. To preserve privacy, de-identification methodologies guided by risk estimation have been designed. Two issues associated with classical risk metrics are, on the one hand, the adequacy of the metric and, on the other hand, its static nature. In this paper, we present metrics for estimating risk based on the emerging semantics provided by Formal Concept Analysis. The metrics are designed to estimate the (...) a priori risk of compromised data deletion. Furthermore, by applying specialized variable forgetting methods for association rules, it is shown how to reflect the effect of deleting attributes belonging to potentially dangerous quasi-identifier sets. Additionally, a study of the role of the risk metric in confidence-based reasoning for re-identification is presented. (shrink)

A través de los aspectos paratextuales en tres textos latinoamericanos: Último round, de Julio Cortázar, La historia de mis dientes, de Valeria Luiselli y Tatuaje del Centro de Cultura Digital, esta investigación aborda el concepto de libro-objeto y su transformación desde el boom latinoamericano hasta el libro electrónico del siglo XXI. Gracias a la comparación entre las obras se ilustra cómo el texto y su formato refleja la multiplicidad de discursos característica del siglo XX y XXI, se analiza cómo (...) la intermedialidad, es decir la hibridez entre soportes, tipografías, idiomas y discursos, es reflejo de realidades simultáneas que permiten crear textos a múltiples voces. Al requerir de la participación del lector, estas obras permiten la discusión sobre la figura del autor como una estructura policéfala, sobre todo llegado el siglo XXI cuando la literatura electrónica es producida tanto por software, ilustradores, animadores, y el propio escritor. La investigación concluye con una reflexión en torno a la relación entre el texto y el libro, a través de ella podemos deconstruir las ideas preconcebidas de literatura y género. A pesar de que el formato del objeto-libro electrónico parece novedoso, en realidad es otra manifestación -acorde a los tiempos que corren- de los juegos literarios y los formatos que soportan un texto, por lo que se espera que este estudio sea útil a los interesados en las formas actuales y la evolución que la literatura ha sufrido para integrarse al medio en el que se desarrolla. (shrink)

Este libro ofrece una imprescindible riqueza de perspectivas sobre el aspecto más problemático -que coincide con el menos tratado por los investigadores. de la obra de F. Nietzsche (1844-1990): la cuestión política. Nuestro reto de cara al Centenario de su muerte fue encarar lo que suele escamotearse. Y, al menos en este país, así ha sido por regla general. bien porque Nietzsche era "apolítico", otra forma más, como en el caso de otros pensadores, de situarlo universitariamente a la derecha, ángulo (...) desde el que se le importaba, ya porque, consigna progresista y transición filosófica, había que poner esta última interpretación en su sitio y demostrarle al mundo que Nietzsche había sido "utilizado erróneamente" por el totalitarismo nazi, el caso es que ya porque nos repugnaba moralmente aquella lectura, ya porque de tanto estar en favor de Nietzsche tampoco lo leíamos, cuestiones fundamentales de su obra y, por qué no decirlo, irritantes tanto para la derecho como para la izquierda, quedaron piadosamente salvadas. Y ahora ¿qué?... Los trabajos aquí presentados, nacionales e internacionales, han sido rigurosamente seleccionados. (shrink)

Realiza una lectura "nietzscheana" de El mundo como voluntad y representación, al igualmente que de El nacimiento de la tragedia para unificar sus tres aspectos: metafísico-gnoseológico, estético y político. Finalmente se analiza la esencia de la "intempestividad" en relación a la metafísica platónico-cristiana, así como frente a la historia lineal-progresista, al Estado y al nacionalismo.

This article gives a conceptual review of the e-value, ev(H|X) – the epistemic value of hypothesis H given observations X. This statistical significance measure was developed in order to allow logically coherent and consistent tests of hypotheses, including sharp or precise hypotheses, via the Full Bayesian Significance Test (FBST). Arguments of analysis allow a full characterization of this statistical test by its logical or compositional properties, showing a mutual complementarity between results of mathematical statistics and the logical desiderata lying at (...) the foundations of this theory. (shrink)

We show how the Full Bayesian Significance Test (FBST) can be used as a model selection criterion. The FBST was presented by Pereira and Stern as a coherent Bayesian significance test. Key Words: Bayesian test; Evidence; Global optimization; Information; Model selection; Numerical integration; Posterior density; Precise hypothesis; Regularization. AMS: 62A15; 62F15; 62H15.

ArgumentThis paper analyzes the political dimension of Miguel Masriera's (1901–1981) science popularization program. In the 1920s, Masriera worked at the Swiss Federal Institute of Technology (ETH) in Zurich – with Hermann Staudinger, the luminary of polymer chemistry – to later become a lecturer of theoretical and physical chemistry at the University of Barcelona. After living in exile in Paris, at the end of the Civil War he returned to Spain but never recovered his position. Instead, Masriera became an active popular (...) science writer and adapted to the severe constraints of General Franco's military dictatorship (1939–1975). Inspired by the astronomer Arthur Eddington's world view, Masriera wrote and translated popular science books, and published articles in daily newspapers and journals. By examining Masriera's popular works, in particular his program for spreading “atomic culture” in Spain during the Cold War, this paper aims to contribute to the assessment of the role of science popularization in the domestic legitimization of that dictatorial regime and also its use as a vehicle for international recognition abroad. (shrink)