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Data preprocessing techniques for classification without discrimination

Overview of attention for article published in Knowledge and Information Systems, December 2011
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About this Attention Score

  • In the top 5% of all research outputs scored by Altmetric
  • One of the highest-scoring outputs from this source (#2 of 693)
  • High Attention Score compared to outputs of the same age (98th percentile)
  • High Attention Score compared to outputs of the same age and source (83rd percentile)

Mentioned by

news
2 news outlets
blogs
3 blogs
policy
5 policy sources
twitter
2 X users
patent
12 patents

Citations

dimensions_citation
693 Dimensions

Readers on

mendeley
580 Mendeley
Title
Data preprocessing techniques for classification without discrimination
Published in
Knowledge and Information Systems, December 2011
DOI 10.1007/s10115-011-0463-8
Authors

Faisal Kamiran, Toon Calders

X Demographics

X Demographics

The data shown below were collected from the profiles of 2 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 580 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United Kingdom 1 <1%
Canada 1 <1%
Unknown 578 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 98 17%
Student > Master 83 14%
Student > Bachelor 61 11%
Researcher 49 8%
Student > Doctoral Student 20 3%
Other 65 11%
Unknown 204 35%
Readers by discipline Count As %
Computer Science 201 35%
Engineering 36 6%
Social Sciences 22 4%
Business, Management and Accounting 20 3%
Unspecified 12 2%
Other 68 12%
Unknown 221 38%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 55. 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 02 April 2024.
All research outputs
#783,340
of 26,017,215 outputs
Outputs from Knowledge and Information Systems
#2
of 693 outputs
Outputs of similar age
#4,182
of 251,961 outputs
Outputs of similar age from Knowledge and Information Systems
#1
of 6 outputs
Altmetric has tracked 26,017,215 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 96th percentile: it's in the top 5% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 693 research outputs from this source. They receive a mean Attention Score of 2.5. This one has done particularly well, scoring higher than 98% of its peers.
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 251,961 tracked outputs that were published within six weeks on either side of this one in any source. This one has done particularly well, scoring higher than 98% of its contemporaries.
We're also able to compare this research output to 6 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