Word
disentanglement
Phoneticsdis·en·tan·gle·ment
Definition
n. the process of separating tangled factors so that each control or dimension changes only one specific feature.
n. the property of a representation where distinct underlying generative factors of variation in data are partitioned into independent, orthogonal dimensions.
Examples
“The artist adjusted the lighting on the face without altering its pose thanks to feature disentanglement.”
“Beta-VAEs encourage disentanglement by penalizing statistical dependence across latent embedding dimensions.”
“A perfectly structured latent space achieves complete disentanglement, ensuring that intervening on one coordinate modifies exactly one semantic attribute.”
Examples
simple
“The artist adjusted the lighting on the face without altering its pose thanks to feature disentanglement.”
contextual
“Beta-VAEs encourage disentanglement by penalizing statistical dependence across latent embedding dimensions.”
complex
“A perfectly structured latent space achieves complete disentanglement, ensuring that intervening on one coordinate modifies exactly one semantic attribute.”
Real-World Examples
“Conducting disentanglement learning on single-cell omics data offers a promising alternative to traditional black-box representation learning by separating the semantic concepts embedded in a biological process.” Etymology
From dis- (reversal prefix) + entangle (Middle English tangelen, 'to entangle, confuse'). Adopted in representation learning by Bengio et al. (2013).
Etymology adapted from Wiktionary, available under CC BY-SA 4.0.
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englishreference.com/q/disentanglement