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However, after a decade, it was found in a large-scale questionnaire survey study (Brown et al. 2011), in which 898 teachers from Southern China were involved, that teachers seemingly held the view that such assessment was only weakly relevant to real improvement in teaching and learning.
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At the network level, one is also interested in developing and analysing models for the evolution of macroscopic brain rhythms (in systems that are neither oscillatory or weakly interacting) relevant to cognitive processing (such as the gamma rhythm) and brain diseases (such as epilepsy).
In short, the strongly relevant feature is indispensable in the KJ sense and cannot be removed without loss of prediction accuracy, while a weakly relevant feature can sometimes contribute to classification performance.
Thus, while searching for strongly relevant feature-pairs, not only strongly relevant features can be selected, but also putative weakly relevant features can be included, i.e., features of weak relevance are sometimes able to contribute to the classification performance when combined with other features.
Although the removed features are redundant and weakly relevant, they contain useful information that can be used to improve prediction accuracy.
This has the advantage of getting more insight into the relevance of each feature separately, focusing on strongly relevant, weakly relevant, and irrelevant features.
Yu and Liu [ 15] proposed to categorize the features into four classes, namely: I: irrelevant features, II: weakly relevant and redundant features, III: weakly relevant but non-redundant features, and IV: strongly relevant features; where III and IV comprise the optimal feature subset and I and II should be removed using feature selection methods.
non-relevant: Web resources not containing any information about HMEs or including weakly relevant information, such as, for instance, news articles about a bomb attack using HMEs, without listing any information regarding the HME.
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.
The relevance of genes in cancer occurrence can be categorized into three classes: Strongly relevant, weakly relevant and irrelevant genes [4].
Yu et al. provide formal definitions of "strongly relevant," "weakly relevant," and "irrelevant" features [ 26].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com