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Optimal Behavior is Easier to Learn than the Truth

Overview of attention for article published in Minds and Machines, February 2016
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1 X user
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1 Facebook page

Citations

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12 Mendeley
Title
Optimal Behavior is Easier to Learn than the Truth
Published in
Minds and Machines, February 2016
DOI 10.1007/s11023-016-9389-y
Pubmed ID
Authors

Ronald Ortner

Abstract

We consider a reinforcement learning setting where the learner is given a set of possible models containing the true model. While there are algorithms that are able to successfully learn optimal behavior in this setting, they do so without trying to identify the underlying true model. Indeed, we show that there are cases in which the attempt to find the true model is doomed to failure.

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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.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 12 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 12 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 3 25%
Researcher 2 17%
Student > Bachelor 1 8%
Student > Postgraduate 1 8%
Unknown 5 42%
Readers by discipline Count As %
Engineering 2 17%
Agricultural and Biological Sciences 2 17%
Philosophy 1 8%
Psychology 1 8%
Computer Science 1 8%
Other 0 0%
Unknown 5 42%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 1. 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 25 August 2016.
All research outputs
#18,756,367
of 23,906,448 outputs
Outputs from Minds and Machines
#273
of 323 outputs
Outputs of similar age
#277,966
of 403,767 outputs
Outputs of similar age from Minds and Machines
#2
of 2 outputs
Altmetric has tracked 23,906,448 research outputs across all sources so far. This one is in the 18th percentile – i.e., 18% of other outputs scored the same or lower than it.
So far Altmetric has tracked 323 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 12.3. This one is in the 14th percentile – i.e., 14% 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 403,767 tracked outputs that were published within six weeks on either side of this one in any source. This one is in the 26th percentile – i.e., 26% of its contemporaries scored the same or lower than it.
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.