40 items found

Licenses: Academic Free License 3.0 Groups: Ethics and Legality Organisations: SoBigData Literacy

Filter Results
  • ConferencePaper

    Democratizing Quality-Based Machine Learning Development through Extended Fea...

    ML systems have become an essential tool for experts of many domains, data scientists and researchers, allowing them to find answers to many complex business questions...
    • bibtex
      The resource: 'Bibtex entry' is not accessible as guest user. You must login to access it!
    • The resource: 'Link to the paper' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Algorithmic Decision Making Based on ML from Big Data. Can Transparency Resto...

    Decision-making assisted by algorithms developed by machine learning is increasingly determining our lives. Unfortunately, full opacity about the process is the norm. Would...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Explaining Sentiment Classification with Synthetic Exemplars and Counter-Exem...

    We present xspells, a model-agnostic local approach for explaining the decisions of a black box model for sentiment classification of short texts. The explanations provided...
    • HTML
      The resource: 'Link to Publication' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Multi layered Explanations from Algorithmic Impact Assessments in the GDPR

    Impact assessments have received particular attention on both sides of the Atlantic as a tool for implementing algorithmic accountability. The aim of this paper is to address...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Machine Learning Explainability Via Microaggregation and Shallow Decision Trees

    Artificial intelligence (AI) is being deployed in missions that are increasingly critical for human life. To build trust in AI and avoid an algorithm-based authoritarian...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Explanation of Deep Models with Limited Interaction for Trade Secret and Priv...

    An ever-increasing number of decisions affecting our lives are made by algorithms. For this reason, algorithmic transparency is becoming a pressing need: automated decisions...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Grounds for Trust. Essential Epistemic Opacity and Computational Reliabilism

    Several philosophical issues in connection with computer simulations rely on the assumption that results of simulations are trustworthy. Examples of these include the debate...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Fair Prediction with Disparate Impact A Study of Bias in Recidivism Predictio...

    Recidivism prediction instruments (RPIs) provide decision-makers with an assessment of the likelihood that a criminal defendant will reoffend at a future point in time....
    • bibtex
      The resource: 'BibTeX file' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'Journal Article' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Solving the Black Box Problem. A Normative Framework for Explainable Artifici...

    Many of the computing systems programmed using Machine Learning are opaque: it is difficult to know why they do what they do or how they work. Explainable Artificial...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Toward Accountable Discrimination Aware Data Mining

    "Big Data" and data-mined inferences are affecting more and more of our lives, and concerns about their possible discriminatory effects are growing. Methods for...
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
  • BookChapter

    Machine Learning Explainability Through Comprehensible Decision Trees

    The role of decisions made by machine learning algorithms in our lives is ever increasing. In reaction to this phenomenon, the European General Data Protection Regulation...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • JournalArticle

    How the machine thinks. Understanding opacity in machine learning algorithms

    This article considers the issue of opacity as a problem for socially consequential mechanisms of classification and ranking, such as spam filters, credit card fraud...
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Seeing without knowing. Limitations of transparency and its application to al...

    Models for understanding and holding systems accountable have long rested upon ideals and logics of transparency. Being able to see a system is sometimes equated with being able...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • Access required...

    ×

    Deliverable

    Private Deliverable D2.3 Report on WP2 activities

  • JournalArticle

    Bias in algorithmic filtering and personalization

    Online information intermediaries such as Facebook and Google are slowly replacing traditional media channels thereby partly becoming the gatekeepers of our society. To deal...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Algorithmic decision making and the cost of fairness

    Algorithms are now regularly used to decide whether defendants awaiting trial are too dangerous to be released back into the community. In some cases, black defendants are...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • JournalArticle

    AI and Big Data A blueprint for a human rights and social and ethical impact ...

    Building on studies of the collective dimension of data protection, this article sets out to embed this new perspective in an assessment model centred on human rights (Human...
    • bibtex
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'Journal Article' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Accountability for the Use of Algorithms in a Big Data Environment

    Accountability is the ability to provide good reasons in order to explain and to justify actions, decisions, and policies for a (hypothetical) forum of persons or...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Algorithmic Accountability and Public Reason

    The ever-increasing application of algorithms to decision-making in a range of social contexts has prompted demands for algorithmic accountability. Accountable decision-makers...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    A qualitative exploration of perceptions of algorithmic fairness

    Algorithmic systems increasingly shape information people are exposed to as well as influence decisions about employment, finances, and other opportunities. In some cases,...
    • BibTeX
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'html' is not accessible as guest user. You must login to access it!