The problem of overfitting

Hawkins, D. M. (2004). The problem of overfitting. Journal of Chemical Information and Computer Sciences, 44(1), 1-12.

Type

Journal article

Intellectual base

Primary research

Year

2004

Link

https://doi.org/10.1002/chin.200419274matched

Cited from

statistics_experimental_design

Cited by

1 citation across 1 artifact.

Primes

• Overfitting
  • Overfitting is the structural condition in which a model or learned procedure captures patterns in its training or reference data that do not correspond to generalizable structure — including noise, idiosyncratic coincidences, or features specific to the training distribution — such that its performance on training data is disproportionately good relative to its performance on new cases drawn from the target population

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