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)

ACMES is a multidisciplinary conference series that focuses on epistemological and mathematical issues relating to computation in modern science. This volume includes a selection of papers presented at the 2015 and 2016 conferences held at Western University that provide an interdisciplinary outlook on modern applied mathematics that draws from theory and practice, and situates it in proper context. These papers come from leading mathematicians, computational scientists, and philosophers of science, and cover a broad collection of mathematical and philosophical topics, including (...) numerical analysis and its underlying philosophy, computer algebra, reliability and uncertainty quantification, computation and complexity theory, combinatorics, error analysis, perturbation theory, experimental mathematics, scientific epistemology, and foundations of mathematics. By bringing together contributions from researchers who approach the mathematical sciences from different perspectives, the volume will further readers' understanding of the multifaceted role of mathematics in modern science, informed by the state of the art in mathematics, scientific computing, and current modeling techniques. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Abailard and Non-Things MARTIN M. TWEEDALE On SEVERAL OCCASIONSin his logical writings Abailard extracts himself from embarrassing ontological implications of his analyses of language by resorting to the notion of a something that is not a thing. I shall note here two such occasions and then discuss Abailard's explanations of this procedure based on the grammatical distinction of personal and impersonal constructions. Since the texts on this latter topic (...) are especially confusing, a considerable portion of my effort will be spent on making sense of them as preparation for drawing some conclusions about Abailard's overall approach. My purpose here is to show how Abailard's grammatical analyses are fundamental to his defence of a number of metaphysical positions. I also want to suggest that Abailard's grammatical approach, especially on the question of dicta, contains insights of continuing interest. Not all of Abailard's non-things are particularly associated with analyses of language. For instance, there are the likenesses the mind supposedly constructs for itself in order to think of things that are not being perceived. These Abailard calls fictive things (res ficta), and he refuses to give them the status of real psychological entities. ~ The likenesses are compared to mirror images which Abailard is also willing to treat as non-things. However, I wish to restrict my discussion here to cases which arise from Abailard's analysis of the reference of certain words. One such instance occurs in his discussion of universals. The peculiar nonthing here is the "state" (status), which, Abailard maintains, is "the common cause by which the universal word is imposed"7 Abailard is very careful to dis1Glossae super Porphyrium, in Peter Abelards philosophische,.gchriIten, edited by Geyer (henceforth referred ~o as Geyer), Miinster i. W., 1919 (BGPM, vol. 21), pp. 20-21, ll. 23-32: Intellectus autem sicut nec corporeo indigens instrumento est, ita /nec/ necesse est eum subiectum corpus habere in quod mittatur, sed rei ~dmilitudine contentus est, quam sibi ipse animus conficit, in quam suae intelligentiae actionem dirigit. Unde turr,~ destructa vel remota sensus qui in earn agebat, perit, inteUectus autem permanet rei similitudine auimo retenta. Sigut autem sensus non est res sentita, in quam dirigitur, sic nec intellectus forma est rei quam concipit, sed intellectus actio quaedam est animae, unde intelligens dicitur, forma vero in quam dirigitur, res imaginaria quaedam est et ficta, quam sibi, quando vult et qualm vult, animus conficit.... 11.9-17: Quaero enim, utrum flla quadratura et ilia altitudo vera forma sit intellectus, qui ad similitudinem quantitatis turris ducatur et compositionis eius. Sed profecto vera quadratura et vera altitudo non nisi corporibus insunt, ficta etiam qualitate nec intellectus nec ulla vera essentia forrnari potest. Restat igitur, ut sicut ficta eat qualitas, ficta substantia sit ei subiecta. Fortasae autem et ea speculi imago, quae visui subiecta apparere videtur, nihil esse vere dici potest, quoniam scilicetin alba speguli superficie contrarii coloris qualitas saepe apparet. Ibid., pp. 19-20,II. 14-16- ~ad nunc ea quae breviter tetigimus, diligenter perquiramus, scilicet quae sit iIla communis causa, secundum quam universale nomen impositum est.... 11. 21-29. Singuli homines discreti ab invicem, gum in propriis differant tam essentiis quam formis, ut supra meminimus rei physicam inquirentes, in eo tamen conveniunt, quod homines aunt. Non dico in homine, gum res nulla sit homo uisi discreta, sed in esse hominem. Esse autem hominem non est homo nec res aliqua, si diligentius consideremus, [329] 330 HISTORY OF PHILOSOPHY tinguish three different questions frequently confused in discussions on universals. The first is "What is 'universal' predicated of?", and the answer is simply words --words not in the sense of mere marks or sounds, but of meaningful marks or sounds. Another is "How do we have an idea associated with universals?" Here the aforementioned likenesses enter as that by which the mind can have an idea applicable to many individuals. But there is also the question of what makes a certain word correctly applicable to many things. Abailard does not make the error of thinking that an idea in the mind or some operation of the mind could possibly be the cause, as some conceptualists seem to think. This would lead to the conclusion that... (shrink)

The series was founded in 1896. It is dedicated to important Greek and Latin texts together with translations and commentaries, as well as detailed introductions, thus rendering them more accessible to a broader readership. Since 2000 the series has concentrated on "Homer's Iliad. A full commentary", presenting the text of the Iliad (by M. L. West), a translation (by J. Latacz) and a commentary in German.

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)

This study described the relationships between academic class and student moral sensitivity and reasoning and between curriculum design components for ethics education and student moral sensitivity and reasoning. The data were collected from freshman (n = 506) and senior students (n = 440) in eight baccalaureate nursing programs in South Korea by survey; the survey consisted of the Korean Moral Sensitivity Questionnaire and the Korean Defining Issues Test. The results showed that moral sensitivity scores in patient-oriented care and conflict were (...) higher in senior students than in freshman students. Furthermore, more hours of ethics content were associated with higher principled thinking scores of senior students. Nursing education in South Korea may have an impact on developing student moral sensitivity. Planned ethics content in nursing curricula is necessary to improve moral sensitivity and moral reasoning of students. (shrink)

This text explores how human beings construe experience: experience as a resource, as a potential for understanding, representing and acting on reality.

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.

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)

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)

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)

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 decline of empathy among health professional students, highlighted in the literature on health education, is a concern for medical educators. The evidence suggests that empathy decline is likely to stem more from structural problems in the healthcare system rather than from individual deficits of empathy. In this paper, we argue that a focus on direct empathy development is not effective and possibly detrimental to justice-oriented aims. Drawing on critical and narrative theory, we propose an interpersonal approach to enhance empathic (...) capacities that is centered on constructive and transformative interactions which integrates the participatory arts and involves both patients and health professional students. We describe and evaluate a program where patients and students create collaborative, original songs. Interviews and a focus group revealed interactional processes summarized in four themes: reciprocal relationships, interactions in the community, joint goal, and varied collaboration. There was a significant enhancement of positive attitudes about care post-program amongst health professional students. The interpersonal approach may be a preliminary framework for the medical humanities to shift away from a focus on direct empathy development and further towards participatory, co-creative, and justice-oriented approaches to enhance health and thereby empathic capabilities. (shrink)