154 items found

Filter Results
  • JournalArticle

    Fair Transparent and Accountable Algorithmic Decision making Processes

    The Premise, the Proposed Solutions, and the Open Challenges The combination of increased availability of large amounts of fine-grained human behavioral data and advances in...
    • 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

    Fairer machine learning in the real world

    Mitigating discrimination without collecting sensitive data Decisions based on algorithmic, machine learning models can be unfair, reproducing biases in historical data used...
    • bibtex
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • PDF
      The resource: 'Journal Article' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Temporal social network reconstruction using wireless proximity sensors: mode...

    The emerging technologies of wearable wireless devices open entirely new ways to record various aspects of human social interactions in a broad range of settings. Such...
    • HTML
      The resource: 'Link to Publication' 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!
  • JournalArticle

    Algorithmic Decision Making Based on Machine Learning from Big Data

    Decision-making assisted by algorithms developed by machine learning is increasingly determining our lives. Unfortunately, full opacity about the process is the norm. Would...
    • 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!
  • ConferencePaper

    Explaining Image Classifiers Generating Exemplars and Counter-Exemplars from ...

    We present an approach to explain the decisions of black-box image classifiers through synthetic exemplar and counter-exemplar learnt in the latent feature space. Our...
    • HTML
      The resource: 'Link to Publication' 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!
  • 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!
  • ConferencePaper

    Predicting and Explaining Privacy Risk Exposure in Mobility Data

    Mobility data is a proxy of different social dynamics and its analysis enables a wide range of user services. Unfortunately, mobility data are very sensitive because the...
  • ConferencePaper

    Explaining Any Time Series Classifier

    We present a method to explain the decisions of black box models for time series classification. The explanation consists of factual and counterfactual shapelet-based rules...
    • HTML
      The resource: 'Link to Publication' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Interpretable Next Basket Prediction Boosted with Representative Recipes

    Food is an essential element of our lives, cultures, and a crucial part of human experience. The study of food purchases can drive the design of practical services such as...
    • HTML
      The resource: 'Link to Publication' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Beyond Distributive Fairness in Algorithmic Decision Making

    Beyond Distributive Fairness in Algorithmic Decision Making Feature Selection for Procedurally Fair Learning With widespread use of machine learning methods in numerous...
    • bibtex
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • PDF
      The resource: 'Conference Proceeding ...' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Private traits and attributes are predictable from digital records of human b...

    We show that easily accessible digital records of behavior, Facebook Likes, can be used to automatically and accurately predict a range of highly sensitive personal attributes...
    • bibtex
      The resource: 'BibTeX file' is not accessible as guest user. You must login to access it!
    • PDF
      The resource: 'Conference Paper' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    Heterogeneous Document Embeddings for Cross-Lingual Text Classification

    Funnelling (Fun) is a method for cross-lingual text classification (CLC) based on a two-tier ensemble for heterogeneous transfer learning. In Fun, 1st-tier classifiers, each...
    • HTML
      The resource: 'Link to Publication' is not accessible as guest user. You must login to access it!
  • ConferencePaper

    A comparative study of fairness enhancing interventions in machine learning

    Computers are increasingly used to make decisions that have significant impact on people's lives. Often, these predictions can affect different population subgroups...
    • bibtex
      The resource: 'BibTeX' is not accessible as guest user. You must login to access it!
    • HTML
      The resource: 'Conference Proceedings' 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

    Interpretable socioeconomic status inference from aerial imagery through urba...

    Urbanization is a great challenge for modern societies, promising better access to economic opportunities, but widening socioeconomic inequalities. Accurately tracking this...
    • HTML
      The resource: 'Link to Publication' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Spatio temporal visual analytics a vision for 2020s

    Visual analytics is a research discipline that is based on acknowledging the power and the necessity of the human vision, understanding, and reasoning in data analysis and...
    • PDF
      The resource: 'Link to Publication' is not accessible as guest user. You must login to access it!
  • JournalArticle

    Co Bridges Pair wise Visual Connection and Comparison for Multi item Data Str...

    In various domains, there are abundant streams or sequences of multi-item data of various kinds, e.g. streams of news and social media texts, sequences of genes and sports...
    • PDF
      The resource: 'Link to Publication' is not accessible as guest user. You must login to access it!