• Refine your search:
  • 
    Keyword:
    
    • Machine learning (3)
    • Artificial intelligence (2)
    • Computation and Language cs.CL (2)
    • Digital humanities (2)
    • FOS Computer and information sciences (2)
    • Gender (2)
    • Natural language processing (2)
    • Algorithmic bias (1)
    • Bias (1)
    • British Library (1)
    •   more
  • 
    Creator / Publisher
  • 
    Year
  • 
    Medium
  • 
    Type
  • 
    BLLDB-Access

Search in the Catalogues and Directories

All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 8 of 8 1 Dataset diversity: measuring and mitigating geographical bias in image search and retrieval Mandal, Abhishek; Leavy, Susan; Little, Suzanne In: Mandal, Abhishek, Leavy, Susan and Little, Suzanne orcid:0000-0003-3281-3471 (2021) Dataset diversity: measuring and mitigating geographical bias in image search and retrieval. In: 1st International Workshop on Trustworthy AI for Multimedia Computing, 24 Oct 2021, Chengdu, China. ISBN 978-1-4503-8674-6 (2021) Abstract: Many popular visual datasets used to train deep neural networks for computer vision applications, especially for facial analytics, are created by retrieving images from the internet. Search engines are often used to perform this task. However, due to localisation and personalisation of search results by the search engines along with the image indexing method used by these search engines, the resultant images overrepresent the demographics of the region from where they were queried from. As most of the visual datasets are created in western countries, they tend to have a western centric bias and when these datasets are used to train deep neural networks, they tend to inherit these biases. Researchers studying the issue of bias in visual datasets have focused on the racial aspect of these biases. We approach this from a geographical perspective. In this paper, we 1) study how linguistic variations in search queries and geographical variations in the querying region affect the social and cultural aspects of retrieved images focusing on facial analytics, 2) explore how geographical bias in image search and retrieval can cause racial, cultural and stereotypical bias in visual datasets and 3) propose methods to mitigate such biases. Keyword: Artificial intelligence; computer vision fairness; dataset bias; image search and retrieval; Information retrieval; visual datasets URL: http://doras.dcu.ie/26268/ BASE Hide details 2 Mitigating Gender Bias in Machine Learning Data Sets Leavy, Susan; Meaney, Gerardine; Wade, Karen. - : Springer, 2021 BASE Show details 3 Data, Power and Bias in Artificial Intelligence Leavy, Susan; O'Sullivan, Barry; Siapera, Eugenia. - 2021 BASE Show details 4 Uncovering Gender Bias in Media Coverage of Politicians with Machine Learning ... Leavy, Susan. - : arXiv, 2020 BASE Show details 5 Mitigating Gender Bias in Machine Learning Data Sets ... Leavy, Susan; Meaney, Gerardine; Wade, Karen. - : arXiv, 2020 BASE Show details 6 Navigating Literary Text with Word Embeddings and Semantic Lexicons Leavy, Susan; Wade, Karen; Meaney, Gerardine. - 2019 BASE Show details 7 Systems in Language: Text Analysis of Government Reports of the Irish Industrial School System with Word Embedding Leavy, Susan; Pine, Emilie; Keane, Mark T.. - : Oxford University Press, 2019 BASE Show details 8 Uncovering gender bias in newspaper coverage of Irish politicians using machine learning Leavy, Susan. - : Oxford University Press, 2019 BASE Show details

Mobile view All Catalogues UB Frankfurt Linguistik 0 IDS Mannheim 0 OLC Linguistik 0 UB Frankfurt Retrokatalog 0 DNB Subject Category Language 0 Institut für Empirische Sprachwissenschaft 0 Leibniz-Centre General Linguistics (ZAS) 0 Bibliographies BLLDB 0 BDSL 0 IDS Bibliografie zur deutschen Grammatik 0 IDS Bibliografie zur Gesprächsforschung 0 IDS Konnektoren im Deutschen 0 IDS Präpositionen im Deutschen 0 IDS OBELEX meta 0 MPI-SHH Linguistics Collection 0 MPI for Psycholinguistics 0 Linked Open Data catalogues Annohub 0 Online resources Link directory 0 Journal directory 0 Database directory 0 Dictionary directory 0 Open access documents BASE 8 Linguistik-Repository 0 IDS Publikationsserver 0 Online dissertations 0 Language Description Heritage 0