Construct · 1 fields · 1 citations

Clever Hans predictor: a standalone construct

One name. One construct. A landmark on the map.

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Machine learning

a model that reaches high accuracy through spurious artifacts in the data rather than the intended features, revealed by explanation methods.

In machine learning, Clever Hans predictor refers to a model that reaches high accuracy through spurious artifacts in the data rather than the intended features, revealed by explanation methods. This meaning comes from Lapuschkin (2019) in Nature Communications.[1]

Unit
Recovery means
Measured by

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Nearby constructs

accuracy3 fields · 6 citationsjingle · one word, three constructs learning6 fields · 14 citationsjingle · one name, six constructs model3 fields · 3 citationsjingle · one word, three constructs

References

Lapuschkin, S., Wäldchen, S., Binder, A., Montavon, G., Samek, W., & Müller, K. (2019). Unmasking Clever Hans predictors and assessing what machines really learn. Nature Communications, 10(1). https://doi.org/10.1038/s41467-019-08987-4

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