19,736 research outputs found

    Alter ego, state of the art on user profiling: an overview of the most relevant organisational and behavioural aspects regarding User Profiling.

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    This report gives an overview of the most relevant organisational and\ud behavioural aspects regarding user profiling. It discusses not only the\ud most important aims of user profiling from both an organisation’s as\ud well as a user’s perspective, it will also discuss organisational motives\ud and barriers for user profiling and the most important conditions for\ud the success of user profiling. Finally recommendations are made and\ud suggestions for further research are given

    Slave to the Algorithm? Why a \u27Right to an Explanation\u27 Is Probably Not the Remedy You Are Looking For

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    Algorithms, particularly machine learning (ML) algorithms, are increasingly important to individuals’ lives, but have caused a range of concerns revolving mainly around unfairness, discrimination and opacity. Transparency in the form of a “right to an explanation” has emerged as a compellingly attractive remedy since it intuitively promises to open the algorithmic “black box” to promote challenge, redress, and hopefully heightened accountability. Amidst the general furore over algorithmic bias we describe, any remedy in a storm has looked attractive. However, we argue that a right to an explanation in the EU General Data Protection Regulation (GDPR) is unlikely to present a complete remedy to algorithmic harms, particularly in some of the core “algorithmic war stories” that have shaped recent attitudes in this domain. Firstly, the law is restrictive, unclear, or even paradoxical concerning when any explanation-related right can be triggered. Secondly, even navigating this, the legal conception of explanations as “meaningful information about the logic of processing” may not be provided by the kind of ML “explanations” computer scientists have developed, partially in response. ML explanations are restricted both by the type of explanation sought, the dimensionality of the domain and the type of user seeking an explanation. However, “subject-centric explanations (SCEs) focussing on particular regions of a model around a query show promise for interactive exploration, as do explanation systems based on learning a model from outside rather than taking it apart (pedagogical versus decompositional explanations) in dodging developers\u27 worries of intellectual property or trade secrets disclosure. Based on our analysis, we fear that the search for a “right to an explanation” in the GDPR may be at best distracting, and at worst nurture a new kind of “transparency fallacy.” But all is not lost. We argue that other parts of the GDPR related (i) to the right to erasure ( right to be forgotten ) and the right to data portability; and (ii) to privacy by design, Data Protection Impact Assessments and certification and privacy seals, may have the seeds we can use to make algorithms more responsible, explicable, and human-centered

    The public library, exclusion and empathy: a literature review

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    Purpose – The purpose of this paper is to present a review of the literature within the fields of public librarianship, social exclusion and empathy. Design/methodology/approach – The cross-disciplinary review involved the consultation of material from disciplines including library and information management, politics, social policy and social sciences, cultural studies, psychology, management and organizational theory. It was structured according to the following themes: exclusion, inclusion and social policy, social inclusion in public services and the cultural sector, the role of public libraries in social inclusion and professional empathy and the public library service. Findings –The concept of social inclusion remains at the core of public library policy and strategy, and is embedded in contemporary social theory. Conflicting views have emerged as to the perceived and actual role of the public library in combating social exclusion, with a need expressed for research to be conducted that bridges the gap between the “philosophical” interpretations of community librarianship and the more practical, “real world” studies, in order to fully understand the concept of community librarianship. A critical link is made between social inclusion and public librarianship to professional empathy. Research limitations/implications – The paper provides an edited version of the overall literature review, yet it is felt that it would be of theoretical and practical relevance and value to the professional and academic communities. Originality/value – Empathy is a relatively new concept in librarianship research, and prior to the study of which this review forms a part only limited findings have been available

    Published and planned support for Curriculum for Excellence

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