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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 695)
  • 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
3 news outlets
blogs
3 blogs
policy
4 policy sources
twitter
1 X user
patent
16 patents

Citations

dimensions_citation
770 Dimensions

Readers on

mendeley
621 Mendeley
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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

Timeline

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X Demographics

X Demographics

The data shown below were collected from the profile of 1 X user 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 621 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 619 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 99 16%
Student > Master 85 14%
Student > Bachelor 63 10%
Researcher 55 9%
Student > Doctoral Student 21 3%
Other 67 11%
Unknown 231 37%
Readers by discipline Count As %
Computer Science 206 33%
Engineering 41 7%
Social Sciences 22 4%
Business, Management and Accounting 21 3%
Unspecified 13 2%
Other 71 11%
Unknown 247 40%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 64. 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 30 July 2024.
All research outputs
#713,606
of 26,222,667 outputs
Outputs from Knowledge and Information Systems
#2
of 695 outputs
Outputs of similar age
#3,639
of 249,184 outputs
Outputs of similar age from Knowledge and Information Systems
#1
of 6 outputs
Altmetric has tracked 26,222,667 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 97th percentile: it's in the top 5% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 695 research outputs from this source. They receive a mean Attention Score of 2.4. This one has done particularly well, scoring higher than 99% 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 249,184 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