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K-NN algorithm is a traditional pattern recognition method, which is a statistical supervised classification.
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We used another statistical approach, supervised clustering analysis, to confirm the discriminant value of the cluster of genes on chromosome 17.
Through the use of a combination of statistical and supervised learning techniques, we demonstrate that the ability to distinguish between the expression profiles of dietary responders does not guarantee a high accuracy for class prediction.
AMA and KDM did the statistical analysis, supervised by MSP.
The following 3 general categories of tasks can be performed using image features: statistical comparisons, supervised learning, and unsupervised learning.
First, independent of regimen and the statistical approach (supervised or unsupervised), there is in general a correlation between gene expression profiles and responsiveness to therapy.
This data matrix can be analysed by classic multivariate or univariate statistical tools, supervised or unsupervised methods (for an overview, see [ 60].
DC participated in the design of the study, conducted the statistical sampling, supervised study implementation, performed data analysis, and drafted the manuscript.
PLS is a supervised statistical method and additional knowledge (Y-variables) must be included to "supervise" the independent data (X-variables).
The ML procedure is a supervised statistical approach to pattern recognition.
Linear discriminant analysis [22] is a supervised statistical feature extraction method frequently used in machine learning.
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