Construct · 1 fields · 1 citations

isolation forest: 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

anomaly detection that isolates points with random splits; anomalies need fewer splits and so have short average path lengths.

In machine learning, isolation forest refers to anomaly detection that isolates points with random splits; anomalies need fewer splits and so have short average path lengths. This meaning comes from Liu (2008) in 2008 Eighth IEEE International Conference on Data Mining.[1]

Unit
Recovery means
Measured by

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

See how isolation forest 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

anomaly4 fields · 7 citationsjingle · one word, four constructs forest2 fields · 4 citationsjingle · one word, two constructs isolation5 fields · 5 citationsjingle · one word, five constructs

References

Liu, F. T., Ting, K. M., & Zhou, Z. (2008). Isolation Forest. 2008 Eighth IEEE International Conference on Data Mining. https://doi.org/10.1109/icdm.2008.17

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