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IEEE Access
Article . 2025 . Peer-reviewed
License: CC BY
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IEEE Access
Article . 2025
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Introducing Differential Privacy to Recommender Systems Through a Self-Organizing Feature Map Using a Local Distance-Based Methodology

Authors: Fatemeh Amiri; Gerald Quirchmayr; Edgar Weippl;

Introducing Differential Privacy to Recommender Systems Through a Self-Organizing Feature Map Using a Local Distance-Based Methodology

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Keywords

Neurons, differential privacy (DP), SOM clustering, Collaborative filtering (CF), recommender systems (RS), Collaborative filtering, Data models, privacy-preserving, 102016 IT-Sicherheit, Vectors, distance-based differential privacy, Differential privacy, Privacy, Self-organizing feature maps, Recommender systems, Training, self-organizing map (SOM), 102016 IT security, Accuracy

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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold