Construct · 1 fields · 1 citations

individual conditional expectation plot: a standalone construct

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

● anchor · a standalone construct Nearest construct by meaning·not indexed
individual conditionalexpectation plot1 CONSTRUCTIndividual conditionalGOLDSTEIN · MACHINE LEARNING

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

Machine learning

a plot with one curve per observation showing how the model's prediction changes as one feature varies, revealing heterogeneity hidden by averages.

In machine learning, individual conditional expectation plot refers to a plot with one curve per observation showing how the model's prediction changes as one feature varies, revealing heterogeneity hidden by averages. This meaning comes from Goldstein (2015) in Journal of Computational and Graphical Statistics.[1]

Unit
Recovery means
Measured by

Next

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

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

Open in ColliderExport BibTeXReport this entry

Nearby constructs

conditional3 fields · 3 citationsjingle · one word, three constructsexpectation4 fields · 4 citationsjingle · one word, four constructsfeature2 fields · 4 citationsjingle · one word, two constructs

References

  1. Goldstein, A., Kapelner, A., Bleich, J., & Pitkin, E. (2015). Peeking Inside the Black Box: Visualizing Statistical Learning With Plots of Individual Conditional Expectation. Journal of Computational and Graphical Statistics, 24(1), 44-65. https://doi.org/10.1080/10618600.2014.907095

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