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In this paper, we proposed a novel image recognition method of kernel common discriminant based image classification.
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Young, old and OA equine cartilage was discriminated based on their peptide signature using discriminant analysis.
For a successful decomposition, it is expected that the normal discriminant bases represent stronger formants compared to the pathological discriminant bases and the shared bases represent the natural structure of a speech signal [9].
As expected, the pathological discriminant bases (Fig. 11 f) present weak formants, while the normal discriminant bases (Fig. 11 e) have more periodicity in low frequencies and introduce stronger formants.
DMRT2 is the top-ranking gene in our ccRCC gene expression dataset with the highest discriminant power based on our analysis using Fisher discriminant analysis (FDA) (Data not shown).
A discriminant function based on linear combination of the expression of discriminant miRNAs was created for each classification step (PTCL/NOS vs AITL and PTCL/NOS vs ALCL/ALK−), to assign a discriminant score for each sample.
Jackknifed classification efficiency is calculated by sequentially eliminating one case at a time, computing the discriminant function based on remaining subjects, and using the resultant discriminant to classify the eliminated case.
The model is composed of a discriminant function (or, for more than two groups, a set of discriminant functions) based on linear combinations of the predictor variables that provide the best discrimination between the groups.
Convergent and discriminant correlations were mostly as good as convergent and discriminant correlations based on interview vs. questionnaire conducted with the same patient [ 26, 27], and somewhat better than self/other agreement on personality disorders [ 28].
The participants' memberships in the stereotypes were predicted using discriminant analysis, based on their IR knowledge.
In our approach, we perform a discriminant analysis based on digital image features encompassing texture and color.
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CEO of Professional Science Editing for Scientists @ prosciediting.com