Deep learning and other black-box models are becoming more and more popular today. Despite their high performance, they may not be accepted ethically or legally because of their lack of explainability. This paper presents the increasing number of legal requirements on machine learning model interpretability and explainability in the context of private and public decision making. It then explains how those legal requirements can be implemented into machine-learning models and concludes with a call for more inter-disciplinary research on explainability.

This study assesses the impact had by institutional isomorphic pressures in the organisational fields of 185 businesses operating within the United Kingdom. The emphasis throughout is on how external institutions affect the socially and environmentally responsible aspects of an organization’s purchasing practice. Factor analyses and a linear regression model are employed to test the influence of these pressures. Initial findings suggest that what other industry participants are doing in this area is not as important in affecting the procurement practice of (...) the focal organisation as is the managers’ perception of how legitimacy is awarded by stakeholders and, indeed, if competitors with well-developed social and environmental supply chain management programs are perceived favourably in the industry. (shrink)

ABSTRACTResearch that dissociates different types of processes within a given task using a processing tree approach suggests that attitudes may be acquired through evaluative conditioning in the absence of explicit encoding of CS-US pairings in memory. This research distinguishes explicit memory for the CS-US pairings from CS-liking acquired without encoding of CS-US pairs in explicit memory. It has been suggested that the latter effect may be due to an implicit misattribution process that is assumed to operate when US evocativeness is (...) low. In the present research, the latter assumption was supported neither by two high-powered experiments nor by complementary meta-analytic evidence, whereas evocativeness exerted an influence on explicit memory. This pattern of findings is inconsistent with the view that CS-liking acquired without encoding of CS-US pairs in explicit memory reflects an implicit misattribution process at learning. Hence, the underlying learning process is awaiting further empirical scrutiny. (shrink)

The massive increase of data generated by heterogeneous sources requires the development of computer tools enabling their semantic interoperability. Applied ontologies aim at fulfilling such needs. We will show in this article the central role that philosophical ontology can play for applied ontology, with a focus on biomedical ontologies; and reciprocally, how applied ontology can enlighten some classical issues in philosophical ontology, by considering the following question: Is disease a natural kind?

ABSTRACTTwo high-powered experiments examined the role of evaluative response production in the extinction of evaluative conditioning by positioning EC in the procedural and conceptual framewo...

The conclusions of Barbey & Sloman (B&S) crucially depend on evidence for different representations of statistical information. Unfortunately, a muddled distinction made among these representations calls into question the authors' conclusions. We clarify some notions of statistical representations which are often confused in the literature. These clarifications, combined with new empirical evidence, do not support a dual-process model of judgment.

We classify actions of groups of finite Morley rank on abelian groups of Morley rank 2: there are essentially two, namely the natural actions of SL(V) and GL(V) with V a vector space of dimension 2. We also prove an identification theorem for the natural module of SL₂ in the finite Morley rank category.

In lieu of an abstract, here is a brief excerpt of the content:ImagesAdrien BugariAdrien Bugari is a graduate of the École Supérieure d’Art et de Design (ESAD, Reims, France). In 2007, his work was exhibited at the Salon du Meuble de Paris and the Salon d’Art et de Design Contemporain de Montrouge (France). In 2008, he worked with the Italian designer Martino Gamper and continued his studies at the École Cantonale d’Art de Lausanne (ECAL, Switzerland), receiving a degree in 2009. (...) His work, Round Box, appeared at the Milan Salon du Design in 2008. While his early work focuses almost exclusively on objects and their functionality, Bugari’s practice engages with contemporary art in general and design in particular. His drawings—most often done with felt tip marker or pencil—are concerned with space and matter. Bugari lives and works in Paris.www.adrienbugari.comCristalThe series, Cristal—comprising fifteen drawings on recycled paper—was completed during a stay in Ithaca, New York, in 2011.Cristal is a specimen study inspired by a reading of A Field Guide and Introduction to the Geology and Chemistry of Rocks and Minerals by Charles Sorrell. Minimally sketched, the structures are set off by white oil pastel. The substance of each drawing is produced by the contrast between the rigid outlines of each facet and the brilliance of the white pastel. The light materiality of the sketches creates a delicate effect: the transparency covers the drawn lines without minimizing their imperfections. The structure—as nothing more than the relation between parts—naturally implies a point of view. It calls into question the necessity of form and the way that differences and similarities are established. It plays with resemblances, or, les airs de famille. It asks what in the drawing is regular or continuous and what is not. And it wonders where to begin. The series, Cristal, is also a magnetic proximity, a minimalist rhythm: it creates the possibility of successive metamorphoses, until there is nothing left to say.It is no doubt possible to interpret Cristal as a geometric abstraction. I prefer to define it as a moment rather than a concept. Viewed in that light, Cristal can be said to have endured for the season of one Ithaca winter. [End Page 1] Click for larger view View full resolutionIMAGE: Adrien Bugari, CRISTAL 14Felt tip marker and oil pastel on recycled paper, 65 × 48 cm.Courtesy the artist[End Page 2]Copyright © 2012 The Johns Hopkins University Press... (shrink)

Ce texte a déjà paru sur Techno-science.net. Des chercheurs découvrent la formule mathématique du rythme et avancent que notre cerveau pourrait être câblé pour y répondre. Une nouvelle étude montre que tout compositeur, de Bach à Brubeck, répète des motifs rythmiques, de sorte que la partie reproduit le tout. Une équipe de recherche dirigée par les neuroscientifiques Daniel Levitin et Vinod Menon, respectivement des universités McGill et Stanford, a analysé les partitions de quelque 2 000 compositions - Mathématiques – Nouvel (...) article. (shrink)

L’homme qui médite est un animal dépravé.J.-J. Rouseau Seul l’homme peut être bête de bêtise.J. Derrida Me voici seul sur la terre, n’ayant plus de frere, de prochain, d’ami, de société que moi-même. Le plus sociable et le plus aimant des humains en a été proscrit par un accord unanime. Bien que notre siècle n’ait pas encore débrouillé les paradoxes nouant la solitude superlative du « plus sociable et aimant » des promeneurs resté solitaire, les longs extraits qui suivent voudraient, (...) en cette.. (shrink)

The following text seeks to identify the origins of what has come to be called the Sokal hoax. It appears that these origins remain problematic insofar as they cannot be thought without engaging into intrinsically duplicitous thinking. Thus, « originally », the gesture of the hoax is indeed « productive and conflictive, and no self-identity, no unity, and no inherent simplicity can possibly precede it », as « he » said, but « he » was disseminating, as we say. But (...) that is precisely the « strength » of the « form » of the Sokal hoax. With the delicate question of origins as its stumbling block—a stumbling block which may also be the question of irony—, the present text takes its cue from an passage from La Barbarie à visage humain and proposes to reveal the constructive consequences of the affair triggered by the hoax, while constantly paying tribute to its performance. Whether my argument will make it possible to distinguish the consequences from the origins remains moot : post hoc ergo propter hoc. One must remember that this is a sophism. (shrink)

Résumé Le texte qui suit s’efforce d’identifier l’origine de ce qu’il convient d’appeler « l’affaire Sokal ». Il appert que celle-ci reste problématique dans la mesure où elle n’est pas pensable sans engager, centralement, une duplicité. À « l’origine », le mouvement du canular sokalien est donc bien « productif et conflictuel et aucune identité, aucune unité, aucune simplicité originaire ne saurait [le] précéder », comme disait l’autre, mais il disséminait, paraît-il. C’est pourtant là la « force » de la (...) « forme » du canular sokalien. Achoppant sur la délicate question de l’origine (qui est probablement aussi celle de l’ironie), mais saluant sans cesse le travail du canular, à partir d’un extrait de La Barbarie à visage humain, cet article entend révéler les conséquences constructives de cette affaire. Il n’est pourtant pas sûr que son argumentation permette de distinguer la conséquence de l’origine : post hoc ergo propter hoc. Il s’agit d’un sophisme, rappelons-le. (shrink)

Le genre épigrammatique est connu pour son potentiel comique mais également pour la dimension ludique qu’il peut mettre en place. Cette étude s’intéresse précisément à ces deux aspects et à leur mise en relation au sein des épigrammes à caractère sexuel d’Ausone et de Claudien afin d’observer les interactions entre ces trois dimensions (comique, ludique, sexualité) mais également pour délimiter les moyens et les bornes du comique et du ludique.

Apollon Sarpédonios, le grand dieu de Séleucie-du-Kalykadnos en Cilicie, fait l’objet d’un culte oraculaire renommé dans le monde antique aux époques hellénistique et romaine. L’analyse historique sur le temps long de cette divinité évoquant le héros Sarpédon fait apparaître une personnalité divine complexe quelque peu éloignée des conceptions « canoniques » de l’Apollon grec. Étudié dans son contexte régional, le cas d’Apollon Sarpédonios est un exemple particulièrement révélateur des mécanismes culturels et religieux qui opèrent à Séleucie et plus généralement dans (...) une Cilicie située au carrefour des cultures et soumises à de multiples influences culturelles tout au long de son histoire. Apparaissent alors les différentes strates culturelles qui se sont superposées en Cilicie où à l’ancien fond anatolien sont venues se mêler des influences louvite, hourrite, syro-phénicienne, perse, grecque puis romaine. (shrink)

THE PRINCIPLE OF SUPERPOSITION. The need for a quantum theory Classical mechanics has been developed continuously from the time of Newton and applied to an ...

Dans le Traité de la réforme de l’entendement, le jeune Spinoza réconcilie sans les confondre les deux principales composantes de la vera Methodus et, dans une certaine mesure, unifie Méthode réflexive et Philosophie. Or, ces deux démarches apportent un éclairage sur la Méthode d’interprétation de l’Écriture conçue au chapitre VII du Traité théologico-politique. En effet, il existe une cohérence trop négligée dans les études spinozistes entre la vera Methodus et ce qu’est devenue la Philosophie ultérieure de Spinoza lorsqu’il formule les (...) règles de l’interprétation de l’Écriture. Cette cohérence s’exprime sur deux plans. Primo, l’interprétation spinozienne des Lettres sacrées implique dans un autre registre l’histoire de l’entendement fondée par le jeune Spinoza sur la connaissance réflexive de l’idée vraie donnée et l’expérimentation. Secundo, l’impossibilité d’une « science vraie » de l’Écriture et l'emploi d'outils intellectuels innés placent le Traité théologico-politique et le Traité de la réforme de l’entendement dans un horizon commun : celui d’un usage spécifique de l’entendement et d’une alternative à la connaissance causale déployée dans l’Éthique. (shrink)

To shield stakeholders from exploitation, society increasingly expects organizations to engage with stakeholders. While exploitation of stakeholders is of great concern, economic literature points to the costly nature of stakeholder engagement vis-à-vis alternative mechanisms that protect stakeholders, such as competitive markets. When the costs of stakeholder engagement outweigh the benefits, why would organizations engage with stakeholders? Through an analysis of the cooperative enterprise and a comparison with its capitalist counterpart, we theorize two additional reasons why stakeholder engagement is beneficial. First, (...) we explain how stakeholder engagement facilitates long-term organizational resilience and protection of stakeholders in times of crisis, and second, we show how engagement is a decisive ingredient in answering non-economic value requirements of stakeholders. To conclude, we contribute to the broader stakeholder engagement and cooperative literature by stressing that engagement practices, and particularly democratic governance arrangements, are subject to design principles that sometimes favor stakeholders in capitalist firms. (shrink)

Maintes études ont été consacrées à René Descartes mais, curieusement, son existence vagabonde est très peu connue. La seule biographie qui fasse autorité reste celle du Père Baillet. Cette réédition abrégée s'imposait. On y découvre un gentilhomme qui ne craint pas de tirer l'épée, aime le voyage et les filles, s'ingénie à feinter la censure des jésuites - en se repliant en Hollande, dans ses fameux poêles, d'où il entretient une correspondance avec tous les lettrés et les savants de son (...) temps. L'épilogue est des plus romanesques : Stockholm, la cour de l'étrange Christine de Suède qui se piquait de philosophie, le froid, la mort en solitaire, l'immense gloire posthume. (shrink)

In this paper we articulate how time and temporalities are involved in the making of living things. For these purposes, we draw on an instructive episode concerning Norfolk Horn sheep. We attend to historical debates over the nature of the breed, whether it is extinct or not, and whether presently living exemplars are faithful copies of those that came before. We argue that there are features to these debates that are important to understanding contemporary configurations of life, time, and the (...) organism, especially as these are articulated within the field of synthetic biology. In particular, we highlight how organisms are configured within different material and semiotic assemblages that are always structured temporally. While we identify three distinct structures, namely the historical, phyletic, and molecular registers, we do not regard the list as exhaustive. We also highlight how these structures are related to the care and value invested in the organisms at issue. Finally, because we are interested ultimately in ways of producing time, our subject matter requires us to think about historiographical practice reflexively. This draws us into dialogue with other scholars interested in time, not just historians, but also philosophers and sociologists, and into conversations with them about time as always multiple and never an inert background. (shrink)

This paper examines the proposition that movement offers new insight into the relationship between human and non-human animals, a relationship that is important to understanding contemporar...

Imagine a student reading Odysseus’ Cretan tale at Odyssey 19.172–84. When faced by a string of unfamiliar names – in addition to ‘native Cretans’, there are Achaeans, Cydonians and Dorians, as well as the individuals Minos, Deucalion, Idomeneus and the speaker, Aethon (Odysseus in disguise) –, they use their digital edition to find out more about each of these people and their places of origin. A personal name opens an online encyclopaedia entry, while clicking on a place launches an emerging (...) world beyond the single text – an online atlas that provides information about the place's toponymy, form and exact location as well as links to other resources (textual and archaeological, ancient and modern) about this place, including those to which our student has contributed. The year? 2023 (Figure 1).1. (shrink)