Construct · 1 fields · 1 citations

SMOTE: a standalone construct

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

● anchor · a standalone construct Nearest construct by meaning·not indexed

A single standalone construct; nearby constructs are located against it in the Collider. Tap a field for its definition, unit, and measures.

Machine learning

an oversampling method that creates synthetic minority-class examples by interpolating between nearby minority examples.

In machine learning, SMOTE refers to an oversampling method that creates synthetic minority-class examples by interpolating between nearby minority examples. This meaning comes from Chawla (2002) in Journal of Artificial Intelligence Research.[1]

Unit
Recovery means
Measured by

Run it through the Collider, or take the citations with you.

See how SMOTE sits against neighbouring constructs in the Collider, or export every reference on this page in one click.

Open in Collider Export BibTeX Report this entry

Nearby constructs

intelligence6 fields · 14 citationsjingle · one name, six constructs learning6 fields · 14 citationsjingle · one name, six constructs

References

Chawla, N. V., Bowyer, K. W., Hall, L. O., & Kegelmeyer, W. P. (2002). SMOTE: Synthetic Minority Over-sampling Technique. Journal of Artificial Intelligence Research, 16, 321-357. https://doi.org/10.1613/jair.953

Cited on this page?

Confirm your construct, or correct us.

If your work is cited behind one of these entries, you know better than we do whether we captured the meaning right. Confirm it, suggest an edit, or dispute it, and your name goes on the entry as an author who has checked it, linked to your ORCID.

Claim your construct