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A survey on popularity bias in recommender systems

Overview of attention for article published in User Modeling and User-Adapted Interaction, July 2024
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About this Attention Score

  • Good Attention Score compared to outputs of the same age (65th percentile)

Mentioned by

twitter
5 X users

Citations

dimensions_citation
3 Dimensions

Readers on

mendeley
19 Mendeley
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Title
A survey on popularity bias in recommender systems
Published in
User Modeling and User-Adapted Interaction, July 2024
DOI 10.1007/s11257-024-09406-0
Authors

Anastasiia Klimashevskaia, Dietmar Jannach, Mehdi Elahi, Christoph Trattner

Timeline

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X Demographics

X Demographics

The data shown below were collected from the profiles of 5 X users who shared this research output. Click here to find out more about how the information was compiled.
As of 1 July 2024, you may notice a temporary increase in the numbers of X profiles with Unknown location. Click here to learn more.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 19 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 19 100%

Demographic breakdown

Readers by professional status Count As %
Unspecified 4 21%
Student > Ph. D. Student 2 11%
Librarian 1 5%
Student > Master 1 5%
Researcher 1 5%
Other 1 5%
Unknown 9 47%
Readers by discipline Count As %
Unspecified 4 21%
Computer Science 4 21%
Social Sciences 1 5%
Design 1 5%
Unknown 9 47%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 3. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 06 September 2023.
All research outputs
#15,168,719
of 26,253,210 outputs
Outputs from User Modeling and User-Adapted Interaction
#154
of 215 outputs
Outputs of similar age
#55,190
of 160,283 outputs
Outputs of similar age from User Modeling and User-Adapted Interaction
#1
of 2 outputs
Altmetric has tracked 26,253,210 research outputs across all sources so far. This one is in the 41st percentile – i.e., 41% of other outputs scored the same or lower than it.
So far Altmetric has tracked 215 research outputs from this source. They receive a mean Attention Score of 4.6. This one is in the 26th percentile – i.e., 26% of its peers scored the same or lower than it.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 160,283 tracked outputs that were published within six weeks on either side of this one in any source. This one has gotten more attention than average, scoring higher than 65% of its contemporaries.
We're also able to compare this research output to 2 others from the same source and published within six weeks on either side of this one. This one has scored higher than all of them