The phrase "as irrelevant features" is correct and usable in written English.
It can be used when discussing elements or characteristics that do not contribute meaningfully to a particular context or analysis.
Example: "In the study, we found that certain variables were treated as irrelevant features, which did not affect the overall outcome."
Alternatives: "as non-essential elements" or "as extraneous factors".
This paper introduces a novel approach that can measure the correlation between a continuous and a discrete feature, and then proposes an efficient filter feature selection algorithm based on correlation analysis by removing weakly relevant and irrelevant features, as well as relevant but redundant features.
In this sense, a variable selection tries to reject those variables whose contribution for representing a target is none or negligible (irrelevant features), as well as those that have repeated information (redundant features).
As a result, irrelevant features can be a member of the final feature subset, leading to low multi-label learning accuracy.
For example, if we assume that strongly/weakly relevant features are in Ω1,…, Ω K −1, then Ω K can be regarded as the collection of irrelevant features.
Global motion integration may involve binding irrelevant features, such as color, in addition to the motion of the individual dots.
As this method removes the irrelevant features for GA-MTL, it is named GA-MTL-IR (GA-MTL with Irrelevant features Removed).
First, a perfectly detailed shape of the organism (useful for morphometric studies) is not the aim of the formalism; instead, a series of parameters approximate to an adequate degree the morphological shape of the regions and ignore contingent, irrelevant features such as body bending, which greatly differs among even normal individuals.
The performance of the stress classifier can degrade if irrelevant features are provided as inputs.
Adult cottontop tamarins are sensitive to the functionally relevant and irrelevant features of objects used as tools to gain access to food.
Hauser et al. (1999) also tested whether the tamarins would generalize to changes in the irrelevant features of the support, such as the shape, size, and color, which they succeeded.
