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The true sample complexity of active learning

Overview of attention for article published in Machine Learning, April 2010
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About this Attention Score

  • In the top 25% of all research outputs scored by Altmetric
  • Good Attention Score compared to outputs of the same age (72nd percentile)
  • Above-average Attention Score compared to outputs of the same age and source (60th percentile)

Mentioned by

policy
1 policy source
wikipedia
1 Wikipedia page

Citations

dimensions_citation
44 Dimensions

Readers on

mendeley
125 Mendeley
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Title
The true sample complexity of active learning
Published in
Machine Learning, April 2010
DOI 10.1007/s10994-010-5174-y
Authors

Maria-Florina Balcan, Steve Hanneke, Jennifer Wortman Vaughan

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 125 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United States 3 2%
Germany 1 <1%
Switzerland 1 <1%
Russia 1 <1%
Israel 1 <1%
Japan 1 <1%
Croatia 1 <1%
Unknown 116 93%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 31 25%
Student > Master 11 9%
Researcher 10 8%
Student > Doctoral Student 7 6%
Other 7 6%
Other 11 9%
Unknown 48 38%
Readers by discipline Count As %
Computer Science 56 45%
Engineering 10 8%
Mathematics 2 2%
Social Sciences 2 2%
Agricultural and Biological Sciences 1 <1%
Other 5 4%
Unknown 49 39%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 6. 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 05 October 2022.
All research outputs
#4,877,901
of 23,476,369 outputs
Outputs from Machine Learning
#132
of 1,005 outputs
Outputs of similar age
#20,569
of 97,151 outputs
Outputs of similar age from Machine Learning
#2
of 5 outputs
Altmetric has tracked 23,476,369 research outputs across all sources so far. Compared to these this one has done well and is in the 76th percentile: it's in the top 25% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 1,005 research outputs from this source. They receive a mean Attention Score of 4.3. This one has done well, scoring higher than 82% 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 97,151 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 72% of its contemporaries.
We're also able to compare this research output to 5 others from the same source and published within six weeks on either side of this one. This one has scored higher than 3 of them.