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Book Expliquer et justifier les syst  mes de d  cisions algorithmiques

Download or read book Expliquer et justifier les syst mes de d cisions algorithmiques written by Clément Henin and published by . This book was released on 2021 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dans un contexte favorable à la rationalisation des décisions par des objectifs mesurables et des méthodes quantitatives, le développement récent des technologies numériques a accéléré l'adoption des systèmes de décisions fondés sur un traitement algorithmique. De tels systèmes sont déjà présents dans de nombreux domaines et leur utilisation devrait encore s'accroître. Toutefois l'utilisation de tels algorithmes est porteuse de risques. Alors que plusieurs solutions ont déjà été proposées notamment par la communauté de recherche eXplainable Artififial Intelligence, nous pensons que des efforts supplémentaires sont nécessaires pour répondre pleinement à tous les enjeux. Dans cette thèse, nous commençons par présenter les principaux travaux de recherche en eXplainable Artififial Intelligence en particulier les méthodes d'explication en mode boîte noire, c'est-à-dire qui fonctionnent sans accéder au code de l'algorithme. Ces méthodes, en apparence diverses, partagent en fait une structure commune que nous identifions et que nous mettons à profit pour en établir une taxonomie.Ensuite, nous décrivons notre système interactif d'explication d'algorithme en boîte noire appelé IBEX. En s'appuyant sur les informations fournies par l'utilisateur, IBEX génère une explication adaptée au profil de la personne et à ses besoins. L'utilisateur peut interagir avec le système d'explication en fonction de ses compétences. Pour générer les explications, IBEX s'appuie sur un cadre pour les explications en boîte noire qui décompose notamment sur le processus d'explication en deux composantes distinctes. La démarche proposée dans IBEX a été testée lors d'une étude impliquant des utilisateurs (agents d'une autorité de régulation française) ayant des profils variés. Dans la suite, nous proposons une méthode originale permettant aux utilisateurs de systèmes algorithmiques d'en contester ou d'en justifier les décisions. Alors que la contestation occupe une place importante dans les textes de loi et que la question de leur justification par des normes extérieures est une préoccupation centrale des travaux de sciences sociales, il n'existe pas d'outils dédiés à ces objectifs spécifiques. Un dispositif technique, appelé Algocate, permet de rendre ces notions opérationnelles pour trois types de normes (règles, objectifs et référence) grâce à un système interactif. Cette démarche est également testée dans le cadre d'une étude impliquant des utilisateurs réels. Une collaboration de trois ans a été menée avec l'Agence de la biomédecine. Elle a porté sur l'algorithme d'attribution des greffons cardiaque. Après une phase d'analyse bibliographique et des entretiens menés sur le terrain dans des hôpitaux français, les principaux enjeux sociologiques et organisationnels autour de cet algorithme ont pu être identifiés. Suite à cela, un ensemble d'informations assurant l'explication et la justification du système a été mis à disposition des médecins des centres de greffe.

Book Les intelligences artificielles au prisme de la justice sociale  Considering Artificial Intelligence Through the Lens of Social Justice

Download or read book Les intelligences artificielles au prisme de la justice sociale Considering Artificial Intelligence Through the Lens of Social Justice written by Collectif Collectif and published by Presses de l'Université Laval. This book was released on 2024-07-24T00:00:00-04:00 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cet ouvrage vient clôturer deux années de réflexion intensive sur les enjeux à l’intersection entre la justice sociale et les technologies d’IA. Une compréhension de ces impacts sociétaux dépasse alors l’aspect technique pour se concentrer principalement sur le fait social.

Book Actes du 2e Colloque Africain sur la Recherche en Informatique

Download or read book Actes du 2e Colloque Africain sur la Recherche en Informatique written by Joachim Tankoano and published by Orstom Editions. This book was released on 1994 with total page 1002 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book FinTech in Financial Inclusion  Machine Learning Applications in Assessing Credit Risk

Download or read book FinTech in Financial Inclusion Machine Learning Applications in Assessing Credit Risk written by Majid Bazarbash and published by International Monetary Fund. This book was released on 2019-05-17 with total page 34 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent advances in digital technology and big data have allowed FinTech (financial technology) lending to emerge as a potentially promising solution to reduce the cost of credit and increase financial inclusion. However, machine learning (ML) methods that lie at the heart of FinTech credit have remained largely a black box for the nontechnical audience. This paper contributes to the literature by discussing potential strengths and weaknesses of ML-based credit assessment through (1) presenting core ideas and the most common techniques in ML for the nontechnical audience; and (2) discussing the fundamental challenges in credit risk analysis. FinTech credit has the potential to enhance financial inclusion and outperform traditional credit scoring by (1) leveraging nontraditional data sources to improve the assessment of the borrower’s track record; (2) appraising collateral value; (3) forecasting income prospects; and (4) predicting changes in general conditions. However, because of the central role of data in ML-based analysis, data relevance should be ensured, especially in situations when a deep structural change occurs, when borrowers could counterfeit certain indicators, and when agency problems arising from information asymmetry could not be resolved. To avoid digital financial exclusion and redlining, variables that trigger discrimination should not be used to assess credit rating.

Book Taking a Multisectoral One Health Approach   A Tripartite Guide to Addressing Zoonotic Diseases in Countries

Download or read book Taking a Multisectoral One Health Approach A Tripartite Guide to Addressing Zoonotic Diseases in Countries written by Food and Agriculture Organization of the United Nations and published by Food & Agriculture Org.. This book was released on 2019-03-11 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 2018 FAO-OIE-WHO (Tripartite) zoonoses guide, “Taking A Multisectoral, One Health Approach: A Tripartite Guide to Addressing Zoonotic Diseases in Countries” (2018 TZG) is being jointly developed to provide member countries with practical guidance on OH approaches to build national mechanisms for multisectoral coordination, communication, and collaboration to address zoonotic disease threats at the animal-human-environment interface. The 2018 TZG updates and expands on the guidance in the one previous jointly-developed, zoonoses-specific guidance document: the 2008 Tripartite “Zoonotic Diseases: A Guide to Establishing Collaboration between Animal and Human Health Sectors at the Country Level”, developed in WHO South-East Asia Region and Western Pacific Region. The 2018 TZG supports building by countries of the resilience and capacity to address emerging and endemic zoonotic diseases such as avian influenza, rabies, Ebola, and Rift Valley fever, as well as food-borne diseases and antimicrobial resistance, and to minimize their impacts on health, livelihoods, and economies. It additionally supports country efforts to implement WHO International Health Regulations (2005) and OIE international standards, to address gaps identified through external and internal health system evaluations, and to achieve targets of the Sustainable Development Goals. The 2018 TZG provides relevant country ministries and agencies with lessons learned and good practices identified from country-level experiences in taking OH approaches for preparedness, prevention, detection and response to zoonotic disease threats, and provides guidance on multisectoral communication, coordination, and collaboration. It informs on regional and country-level OH activities and relevant unisectoral and multisectoral tools available for countries to use.

Book The Effects of Financial Crises on the Binding Force of Contracts   Renegotiation  Rescission or Revision

Download or read book The Effects of Financial Crises on the Binding Force of Contracts Renegotiation Rescission or Revision written by Başak Başoğlu and published by Springer. This book was released on 2016-02-25 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about one of the most controversial dilemmas of contract law: whether or not the unexpected change of circumstances due to the effects of financial crises may under certain conditions be taken into account. Growing interconnectedness of global economies facilitates the spread of the effects of the financial crises. Financial crises cause severe difficulties for persons to fulfill their contractual obligations. During the financial crises, performance of contractual obligations may become excessively onerous or may cause an excessive loss for one of the contracting parties and consequently destroy the contractual equilibrium and legitimate the governmental interventions. Uncomfortable economic climate leads to one of the most controversial dilemmas of the contract law: whether the binding force of the contract is absolute or not. In other words, unstable economic circumstances impose the need to devote special attention to review and perhaps to narrow the binding nature of a contract. Principle of good faith and fair dealing motivate a variety of theoretical bases in order to overcome the legal consequences of financial crises. In this book, all these theoretical bases are analyzed with special focus on the available remedies, namely renegotiation, rescission or revision and the circumstances which enables the revocation of these remedies. The book collects the 19 national reports and the general report originally presented in the session regarding the Effects of Financial Crises on the Binding Force of Contracts: Renegotiation, Rescission or Revision during the XIXth congress of the International Academy of Comparative Law, held in Vienna, July 2014.

Book Neurobiology of Decision Making

Download or read book Neurobiology of Decision Making written by Antonio R. Damasio and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: Neuroscience has paid only little attention to decision-making for many years. Although no field of science has cohered around this topic, a variety of researchers in different areas of neuroscience ranging from cellular physiology to neuropsychology and computational neuroscience have been engaged in working on this issue. Thus, the time seemed to be ripe to bring these researchers together and discuss the state of the art of the neurobiology of decision-making in a broad forum. This book is a collection of contributions presented at that forum in Paris in October 1994 organized by the Fondation IPSEN.

Book The Routledge Companion to Actor Network Theory

Download or read book The Routledge Companion to Actor Network Theory written by Anders Blok and published by Routledge. This book was released on 2019-06-17 with total page 680 pages. Available in PDF, EPUB and Kindle. Book excerpt: This companion explores ANT as an intellectual practice, tracking its movements and engagements with a wide range of other academic and activist projects. Showcasing the work of a diverse set of ‘second generation’ ANT scholars from around the world, it highlights the exciting depth and breadth of contemporary ANT and its future possibilities. The companion has 38 chapters, each answering a key question about ANT and its capacities. Early chapters explore ANT as an intellectual practice and highlight ANT’s dialogues with other fields and key theorists. Others open critical, provocative discussions of its limitations. Later sections explore how ANT has been developed in a range of social scientific fields and how it has been used to explore a wide range of scales and sites. Chapters in the final section discuss ANT’s involvement in ‘real world’ endeavours such as disability and environmental activism, and even running a Chilean hospital. Each chapter contains an overview of relevant work and introduces original examples and ideas from the authors’ recent research. The chapters orient readers in rich, complex fields and can be read in any order or combination. Throughout the volume, authors mobilise ANT to explore and account for a range of exciting case studies: from wheelchair activism to parliamentary decision-making; from racial profiling to energy consumption monitoring; from queer sex to Korean cities. A comprehensive introduction by the editors explores the significance of ANT more broadly and provides an overview of the volume. The Routledge Companion to Actor-Network Theory will be an inspiring and lively companion to academics and advanced undergraduates and postgraduates from across many disciplines across the social sciences, including Sociology, Geography, Politics and Urban Studies, Environmental Studies and STS, and anyone wishing to engage with ANT, to understand what it has already been used to do and to imagine what it might do in the future.

Book Virtual Competition

Download or read book Virtual Competition written by Ariel Ezrachi and published by Harvard University Press. This book was released on 2016-11-14 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: “A fascinating book about how platform internet companies (Amazon, Facebook, and so on) are changing the norms of economic competition.” —Fast Company Shoppers with a bargain-hunting impulse and internet access can find a universe of products at their fingertips. But is there a dark side to internet commerce? This thought-provoking exposé invites us to explore how sophisticated algorithms and data-crunching are changing the nature of market competition, and not always for the better. Introducing into the policy lexicon terms such as algorithmic collusion, behavioral discrimination, and super-platforms, Ariel Ezrachi and Maurice E. Stucke explore the resulting impact on competition, our democratic ideals, our wallets, and our well-being. “We owe the authors our deep gratitude for anticipating and explaining the consequences of living in a world in which black boxes collude and leave no trails behind. They make it clear that in a world of big data and algorithmic pricing, consumers are outgunned and antitrust laws are outdated, especially in the United States.” —Science “A convincing argument that there can be a darker side to the growth of digital commerce. The replacement of the invisible hand of competition by the digitized hand of internet commerce can give rise to anticompetitive behavior that the competition authorities are ill equipped to deal with.” —Burton G. Malkiel, Wall Street Journal “A convincing case for the need to rethink competition law to cope with algorithmic capitalism’s potential for malfeasance.” —John Naughton, The Observer

Book Demand Driven Material Requirements Planning  DDMRP

Download or read book Demand Driven Material Requirements Planning DDMRP written by Carol Ptak and published by Industrial Press. This book was released on 2018 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "An intuitive proven planning and execution method for today's complex and volatile supply chains"--Cover.

Book Dynamique Non lin  aire Et Le Chaos

Download or read book Dynamique Non lin aire Et Le Chaos written by and published by . This book was released on 1993 with total page 130 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Memory Practices in the Sciences

Download or read book Memory Practices in the Sciences written by Geoffrey C. Bowker and published by MIT Press. This book was released on 2008-02-15 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: How the way we hold knowledge about the past—in books, in file folders, in databases—affects the kind of stories we tell about the past. The way we record knowledge, and the web of technical, formal, and social practices that surrounds it, inevitably affects the knowledge that we record. The ways we hold knowledge about the past—in handwritten manuscripts, in printed books, in file folders, in databases—shape the kind of stories we tell about that past. In this lively and erudite look at the relation of our information infrastructures to our information, Geoffrey Bowker examines how, over the past two hundred years, information technology has converged with the nature and production of scientific knowledge. His story weaves a path between the social and political work of creating an explicit, indexical memory for science—the making of infrastructures—and the variety of ways we continually reconfigure, lose, and regain the past. At a time when memory is so cheap and its recording is so protean, Bowker reminds us of the centrality of what and how we choose to forget. In Memory Practices in the Sciences he looks at three "memory epochs" of the nineteenth, twentieth, and twenty-first centuries and their particular reconstructions and reconfigurations of scientific knowledge. The nineteenth century's central science, geology, mapped both the social and the natural world into a single time package (despite apparent discontinuities), as, in a different way, did mid-twentieth-century cybernetics. Both, Bowker argues, packaged time in ways indexed by their information technologies to permit traffic between the social and natural worlds. Today's sciences of biodiversity, meanwhile, "database the world" in a way that excludes certain spaces, entities, and times. We use the tools of the present to look at the past, says Bowker; we project onto nature our modes of organizing our own affairs.

Book History and Memory

    Book Details:
  • Author : Jacques Le Goff
  • Publisher : Columbia University Press
  • Release : 1992
  • ISBN : 9780231075909
  • Pages : 300 pages

Download or read book History and Memory written by Jacques Le Goff and published by Columbia University Press. This book was released on 1992 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this brillant meditation on conceptions of history, Le Goff traces the evolution of the historian's craft. Examining real and imagined oppositions between past and present, ancient and modern, oral and written history, History and Memory reveals the strands of continuity that have characterized historiography from ancient Mesopotamia to modern Europe.

Book Blackwell Handbook of Childhood Cognitive Development

Download or read book Blackwell Handbook of Childhood Cognitive Development written by Usha Goswami and published by John Wiley & Sons. This book was released on 2008-04-15 with total page 776 pages. Available in PDF, EPUB and Kindle. Book excerpt: This definitive volume provides state-of-the-art summaries of current research by leading specialists in different areas of cognitive development. Forms part of a series of four Blackwell Handbooks in Developmental Psychology spanning infancy to adulthood. Covers all the major topics in research and theory about childhood cognitive development. Synthesizes the latest research findings in an accessible manner. Includes chapters on abnormal cognitive development and theoretical perspectives, as well as basic research topics. Now available in full text online via xreferplus, the award-winning reference library on the web from xrefer. For more information, visit www.xreferplus.com

Book Descartes  Error

    Book Details:
  • Author : Antonio Damasio
  • Publisher : Penguin
  • Release : 2005-09-27
  • ISBN : 014303622X
  • Pages : 338 pages

Download or read book Descartes Error written by Antonio Damasio and published by Penguin. This book was released on 2005-09-27 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since Descartes famously proclaimed, "I think, therefore I am," science has often overlooked emotions as the source of a person’s true being. Even modern neuroscience has tended, until recently, to concentrate on the cognitive aspects of brain function, disregarding emotions. This attitude began to change with the publication of Descartes’ Error in 1995. Antonio Damasio—"one of the world’s leading neurologists" (The New York Times)—challenged traditional ideas about the connection between emotions and rationality. In this wondrously engaging book, Damasio takes the reader on a journey of scientific discovery through a series of case studies, demonstrating what many of us have long suspected: emotions are not a luxury, they are essential to rational thinking and to normal social behavior.

Book Human Dignity in Context

    Book Details:
  • Author : Dieter Grimm
  • Publisher :
  • Release : 2015-11
  • ISBN : 9783848723560
  • Pages : 550 pages

Download or read book Human Dignity in Context written by Dieter Grimm and published by . This book was released on 2015-11 with total page 550 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book CIKM 13

    Book Details:
  • Author : CIKM 13 Conference Committee
  • Publisher :
  • Release : 2013-10-27
  • ISBN : 9781450326964
  • Pages : 938 pages

Download or read book CIKM 13 written by CIKM 13 Conference Committee and published by . This book was released on 2013-10-27 with total page 938 pages. Available in PDF, EPUB and Kindle. Book excerpt: CIKM'13: 22nd ACM International Conference on Information and Knowledge Management Oct 27, 2013-Nov 01, 2013 San Francisco, USA. You can view more information about this proceeding and all of ACM�s other published conference proceedings from the ACM Digital Library: http://www.acm.org/dl.