feature representation vs feature representations

Both 'feature representation' and 'feature representations' are correct, but they are used in different contexts. 'Feature representation' is used when referring to the concept as a singular entity, while 'feature representations' is used when talking about multiple instances or variations of feature representation.

Last updated: March 31, 2024 • 749 views

This phrase is correct and commonly used when referring to the concept of representing features.

"feature representation"

Use 'feature representation' when discussing the general concept of representing features in a singular form.

Examples:

The feature representation used in the model is crucial for its performance.

Show examples from the web [+]

The banknotes do not feature any representations of individuals.
So rather than handcrafting knowledge representations and features, we create algorithms that learn, often from raw perceptual data.
The information and representation contained in the Key Features document do not form part of the policy.
We are sorry that these attacks on freedom of representation do not feature in Mrs Roth's report.
These features help in learning the relationship between mathematical functions and their graphical representation in a coordinate system.
The description must not exceed 500 characters and must relate only to those features that appear in the representation of the design.
They provide, inter alia, for the detention of suspects for long periods without trial and restrictions on access to legal representation, while the death penalty features prominently in the new anti-terror law.
It cannot be used to limit features (colours, shapes, etc.) shown in the drawings (i.e. as a 'disclaimer'), but only to explain the representations, and must relate only to features that appear therein.
The representation of a design should be limited to the features for which protection is sought. However, it may comprise other elements that help to identify the features of a design for which protection is sought.
The logo consists of a representation in white of Cangrande della Scala on a horse, a yellow rice panicle on a black background; the bottom of the logo features a picture of the arms of Verona, with a red ladder on a yellow background.
a schematic representation of the on-board sewage treatment plant with identifying features of the approved treatment-relevant components (e.g. part numbers on the components).

Alternatives:

representation of features
feature encoding

This phrase is correct and commonly used when referring to multiple instances or variations of feature representation.

"feature representations"

Use 'feature representations' when discussing different ways or versions of representing features.

Examples:

The study compared various feature representations for the classification task.

Show examples from the web [+]

The banknotes do not feature any representations of individuals.
So rather than handcrafting knowledge representations and features, we create algorithms that learn, often from raw perceptual data.
The information and representation contained in the Key Features document do not form part of the policy.
We are sorry that these attacks on freedom of representation do not feature in Mrs Roth's report.
These features help in learning the relationship between mathematical functions and their graphical representation in a coordinate system.
The description must not exceed 500 characters and must relate only to those features that appear in the representation of the design.
They provide, inter alia, for the detention of suspects for long periods without trial and restrictions on access to legal representation, while the death penalty features prominently in the new anti-terror law.
It cannot be used to limit features (colours, shapes, etc.) shown in the drawings (i.e. as a 'disclaimer'), but only to explain the representations, and must relate only to features that appear therein.
The representation of a design should be limited to the features for which protection is sought. However, it may comprise other elements that help to identify the features of a design for which protection is sought.
The logo consists of a representation in white of Cangrande della Scala on a horse, a yellow rice panicle on a black background; the bottom of the logo features a picture of the arms of Verona, with a red ladder on a yellow background.
a schematic representation of the on-board sewage treatment plant with identifying features of the approved treatment-relevant components (e.g. part numbers on the components).

Alternatives:

representations of features
different feature representations

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feature representation vs feature representations