Deep Learning has been widely used for tackling challenging natural language processing tasks over the recent years. Similarly, the application of Deep Neural Networks in legal analytics has increased significantly. In this survey, we study the early adaptation of Deep Learning in legal analytics focusing on three main fields; text classification, information extraction, and information retrieval. We focus on the semantic feature representations, a key instrument for the successful application of deep learning in natural language processing. Additionally, we share pre-trained (...) legal word embeddings using the word2vec model over large corpora, comprised legislations from UK, EU, Canada, Australia, USA, and Japan among others. (shrink)

Deep Learning has been widely used for tackling challenging natural language processing tasks over the recent years. Similarly, the application of Deep Neural Networks in legal analytics has increased significantly. In this survey, we study the early adaptation of Deep Learning in legal analytics focusing on three main fields; text classification, information extraction, and information retrieval. We focus on the semantic feature representations, a key instrument for the successful application of deep learning in natural language processing. Additionally, we share pre-trained (...) legal word embeddings using the word2vec model over large corpora, comprised legislations from UK, EU, Canada, Australia, USA, and Japan among others. (shrink)

Deze onorthodoxe franse filosofe geeft haar interpretatie van de kracht van het Griekse heldendicht De Ilias, waarin zij oorlog en geweld poogt te ontrafelen en verbanden zoekt tussen de Griekse en de Christelijke traditie.

With this book Ilia Delio has provided a long needed introduction to Bonaventures thought.

The relationship between being and goodness is one of the most engaging philosophical questions, particularly in light of the new science, which pointsto the interconnectedness of the physical world. The relationship between being and goodness is examined here in the thought of Bonaventure, who maintainsa primacy of the good. Bonaventure’s integration of philosophy and theology provides an understanding of being as goodness and hence an understandingof being as relational and generative. Because being is good, created reality is intrinsically good and (...) bears within it an inner dynamic toward the pleroma oflove. The implications of Bonaventure’s metaphysics of the good for ecology and epistemology are explored. (shrink)

La teología de Ilia Delio se acerca valientemente hasta las últimas fronteras de la ciencia y la tecnología en nuestro mundo del siglo XXI. Estas fronteras incluyen de modo especial a la mecánica cuántica y al cíborg, y muy cerca de ellas también a la inteligencia artificial y al transhumanismo. Ella insiste en la necesidad de superar lo que denomina el complejo helénico, el marco de comprensión de una metafísica y una cosmología pertenecientes a otra época que no pueden ya (...) por más tiempo servir a la transmisión de la fe. Delio se define a sí misma como una cristiana cíborg y trabaja en una teología nueva para un tiempo nuevo, aunque algunas de sus conclusiones puedan ser rechazadas, su impulso es importante para desarrollar una teología que realmente sea significativa en nuestro mundo. (shrink)

The UK’s Cancer Drugs Fund was introduced in 2010 following the Conservative Party’s promise to address the fact that numerous efficacious cancer drugs were not available because of their cost ineffectiveness, as deduced by the National Institute of Health and Care Excellence. While, at face value, this policy appears only to promote the UK’s public welfare, a deeper analysis reveals the ethically unjustifiable inconsistencies that the CDF introduces; where is the analogous fund for other equally severe diseases? Have the patients (...) without cancer been neglected simply due to the fear-inducing advertising and particularly ferocious speech which surrounds cancer? The CDF is unjustifiable when challenged by such questions. However, it is troubling to think that the CDF might be repealed in order to abolish these ethical concerns. Intuitively, one feels uncomfortable stripping the cancer patient of their benefits just so that they might be on an equally pessimistic footing with others. In the present essay, I argue that, although there are no ethically justifiable grounds for the CDF’s introduction, its removal would be inappropriate. Following this realisation, I investigate whether the procedural steps of the CDF itself—theoretically removed from the context of resource distribution for all disease types—represent an ethically justifiable system. I believe that the answer is yes, given the CDF’s conformity to accountability for reasonableness, a robust framework of procedural justice, which continuously improves the ethical and epistemological standards of the policies to which it is applied. (shrink)

Background End-of-life decisions for neonates with adverse prognosis are controversial and raise ethical and legal issues. In Greece, data on physicians’ profiles, motivation, values and attitudes underlying such decisions and the correlation with their background are scarce. The aim was to investigate neonatologists' attitudes in Neonatal Intensive Care Units and correlate them with self-reported practices of end-of-life decisions and with their background data. Methods A structured questionnaire was distributed to all 28 Neonatal Intensive Care Units in Greece. One hundred and (...) sixty two out of 260 eligible physicians answered anonymously the questionnaire. Demographic and professional characteristics, self-reported practices and opinions were included in the questionnaire, along with a questionnaire of 12 items measuring physicians’ attitude and views ranging from value of life to quality of life approach. Results Continuation of treatment in neonates with adverse prognosis without adding further therapeutic interventions was the most commonly reported EoL practice, when compared to withdrawal of mechanical ventilation. Physicians with a high attitude score were more likely to limit, while those with a low score were more likely for continuation of intensive care. Physicians’ educational level, involvement in research, religion and position on the existing legal framework were factors that affected the attitude score. Conclusions Physicians presented with varying end-of-life practices. Limiting interventions in neonates with poor prognosis was strongly related to their attitudes. The most important predictors for physicians' attitudes were religiousness and belief for Greek legal system reform. (shrink)

Human-robot collaboration, whereby the human and the robot join their forces to achieve a task, opens new application opportunities in manufacturing. Robots can perform precise and repetitive operations while humans can execute tasks that require dexterity and problem-solving abilities. Moreover, collaborative robots can take over heavy-duty tasks. Musculoskeletal disorders (MSDs) are a serious health concern and the primary cause of absenteeism at work. While the role of the human is still essential in flexible production environment, the robot can help decreasing (...) the workload of workers. This paper describes a novel framework for task allocation of human-robot assembly applications based on capabilities and ergonomics considerations. Capable agents are determined on the basis of agent characteristics and task requirements. Ergonomics is integrated by measuring the human body posture and the related workload. The developed framework was validated on a gearbox assembly use case using the collaborative robot Baxter. (shrink)

The purpose of this article is to present an educative experience carried out in a university context, in order to discuss of the ways that peer tutoring could contribute to the development of the pedagogical skills of future and novice teachers of French as a Foreign Language. The aforementioned case study lasted throughout an academic semester and involved undergraduate and graduate students.

La interioridad de lo viviente ha sido ignorada en una descripción científica del comportamiento humano. Hoy en día, sin embargo, la autopoiesis como paradigma de auto-organización, ha continuado incorpo- rando esos primeros atisbos de la interioridad de lo viviente que Kant desarrolló en la tercera Crítica. No hay organismo sin teleología y no hay teleología sin interioridad, nos dice, y sin un segmento teleológico el proyecto total de la moral se vuelve ininteligible. Hay un cambio de una ética basada en (...) el imperativo categórico a una moralidad sin concepto basada en otro aspecto del imperativo categórico presente en la estética kantiana. Con F.Varela surge la convicción de la inminencia de un cambio de paradigma que se trasluce como la primacía de lo concreto y la oposición a todo análisis deliberado e intencional. Estas características ya se habían manifestado en Kant y en Husserl como el cambio de lo exterior a lo interior, donde prima el abandono de toda regla o principio y la contundencia de la evidencia intuitiva. Se han de reconocer la importancia de los impulsos pre-conscientes y los instintos, por lo cual he incluido un Apéndice. Este camino dio lugar a las experiencias límite de lo sublime y de la epojé ética universal, la cual, según N. Depraz, filósofa francesa especializada en Husserl, no tienenada de misterioso o esotérico aunque está lejos de ser autoevidente. (shrink)

Explainable artificial intelligence has become a vitally important research field aiming, among other tasks, to justify predictions made by intelligent classifiers automatically learned from data. Importantly, efficiency of automated explanations may be undermined if the end user does not have sufficient domain knowledge or lacks information about the data used for training. To address the issue of effective explanation communication, we propose a novel information-seeking explanatory dialogue game following the most recent requirements to automatically generated explanations. Further, we generalise our (...) dialogue model in form of an explanatory dialogue grammar which makes it applicable to interpretable rule-based classifiers that are enhanced with the capability to provide textual explanations. Finally, we carry out an exploratory user study to validate the corresponding dialogue protocol and analyse the experimental results using insights from process mining and argument analytics. A high number of requests for alternative explanations testifies the need for ensuring diversity in the context of automated explanations. (shrink)

Hay que entender que los cambios súbitos de todo tipo que nos están afectando globalmente, demuestran claramente que los modelos puramente racionales resultan ser insuficientes para dar respuesta a las complejidades de este mundo. Pero también, hay que entender que los modelos no puramente racionales han sido de difícil lectura y de poca aceptación. Pienso que este es el caso de la Crítica del Juicio. La falta de sensibilidad respecto de la apreciación de esta obra puede deberse a que la (...) misma ha sido calificada en nuestros días como el trabajo arquetípico del postmodernismo, revelando las contradicciones inherentes a toda idea de conocimiento, racionalidad, cultura y arte... “Ya no es el paradigma del clasicismo, ni del formalismo, la última del trio de las tres grandes Críticas se ha convertido de pronto, en el símbolo del deconstruccionismo”. También consideraremos a esta obra, como centro del sistema kantiano, un modelo para los sistemas complejos. Así que luego de señalar I- las discrepancias de Bauman con la Crítica del Juicio, veremos II- las correspondencias de esta obra con los axiomas del postmodernismo, y III- con los sistemas complejos. Luego IV- presentaremos un proyecto de rehabilitación de esta obra, y en V- ‘proyecciones sobre el presente’, expondremos el pensamiento de Bauman y Jonas señalando que no es el futuro, sino el presente de las condiciones globales de la vida humana y la existencia misma de la especie lo que está en peligro inminente. La metafísica de la moral de Jonas, aplicada a una ‘Moralidad sin Concepto,’ cierra el circulo de la nueva moralidad propuesta. Incluímos al final un apéndice sobre el supremo bien. (shrink)

The purpose of the study is to analyze and systematize the types of contracts which contain the concept of a lifecycle business model based on international and Russian experience. The article examines the genesis of lifecycle contracts from the moment of their first approbation in the early 1990s to the present day. Particular attention is paid to the comparison of various types of contracts and the experience of their application in the Russian economy. The scientific novelty consists of the development (...) of a typology of lifecycle contracts, that can be used in further scientific work and in the practical activities of Russian enterprises. As a result of the research, it was revealed that in the world practice there are four most widespread types of lifecycle contracts, but in the Russian economy, lifecycle contracts are implemented so far only as experiments. (shrink)

The notion of a constitutive lack, which formed the ambivalent initial framework of Western metaphysics, marks the contemporary attempt to think anew the social and the subject. While metaphysics had difficulties to justify ontologically the event of sociality and was tempted to construct a closed subjectivity, post-metaphysical thought by contrast justifies often the sociality of a non-identity. The presuppositions of Orthodox-Christian theology allow us to think of subjectivity and sociality in terms of a different ontology, elaborating a new synthesis between (...) anthropology and eschatology, within which the subject can emerge as radical sociality and natal receptivity, as free and true in its very relationality. The most profound and acute intellectual demands of our present time could then meet central notions of the Orthodox-Christian heritage and point at the perspective of a new historical encounter, which enriches both traditions by mutually engaging to each others fundamental experiences. (shrink)

The notion of a constitutive lack, which formed the ambivalent initial framework of Western metaphysics, marks the contemporary attempt to think anew the social and the subject. While metaphysics had difficulties to justify ontologically the event of sociality and was tempted to construct a closed subjectivity, post-metaphysical thought by contrast justifies often the sociality of a non-identity. The presuppositions of Orthodox-Christian theology allow us to think of subjectivity and sociality in terms of a different ontology, elaborating a new synthesis between (...) anthropology and eschatology, within which the subject can emerge as radical sociality and natal receptivity, as free and true in its very relationality. The most profound and acute intellectual demands of our present time could then meet central notions of the Orthodox-Christian heritage and point at the perspective of a new historical encounter, which enriches both traditions by mutually engaging to each others fundamental experiences. (shrink)

Desde que todo puede ser entendido como arte y las ciencias humanas perdieron la esperanza de ser realmente científicas, la filosofía y la literatura se muestran como géneros del mismo escribir, sin fronteras claras. La tradición filosófica justifica esto plenamente y un análisis de la historia y las pretensiones racionalistas demuestra cómo la literatura es filosofía y la filosofía es literatura. Esto es especialmente reseñable en el caso de la literatura en lengua española, porque la filosofía en este idioma se (...) ha manifestado sobre todo en sus obras de creación más estética. La situación actual de escritores y filósofos hace especialmente favorable un nuevo modo de pensar el pensamiento, y de expresarlo. (shrink)