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This method extracts the speech bottleneck features which contain supervised class information and adjacent voice frames related information by changing the architecture of deep neural network (DNN), to improve of the performance speech recognition.
When supervised class (UC or CD) prediction of individual patient's data was tested, we used a K Nearest Neighbors Classification algorithm with Leave-One-Out Cross-Validation (GenePattern "KNNXValidation" module).
However, supervised class comparison identified copy number loss of chromosomal arm 1p to be associated with CHEK2*1100delC status.
Following initial assessment of the host cell response to each condition, supervised class prediction was performed to investigate differences in gene regulation among experimental conditions.
We also concluded that principle component (PC) regression was more suitable for unsupervised class discovery while partial least square (PLS) was more efficient in supervised class prediction.
Using a supervised class comparison, they found no differentially expressed genes between optimal (⩽1 cm) and suboptimal (>1 cm) debulking groups using an FDR of 10%.
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"These kids need to be re-evaluated, they need smaller, more supervised classes, but there's no time to re-evaluate them.
This was demonstrated by another study where the clusters extracted from the SOM showed striking correspondence with the supervised classes [44, 50].
Nevertheless, it can be enhanced by the use of supervised, class-format exercise sessions in the initial exercise period [ 10] combined with later 'refresher or booster' sessions [ 52, 53].
Women were strongly encouraged to join supervised classes given by a Nordic walking instructor.
These 37 patients demonstrated high attendance rates in the supervised classes (87%), and high levels of adherence in home exercising (73%).
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