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They were chosen to have different characteristics in terms of number of classes, number of samples, class homogeneity with regards to scale, perspective, and illumination.
In van't Veer et al. (2002) [ 2], expression values of 24,881 genes were measured for 44 good prognosis breast cancer samples (class I samples) and 34 poor prognosis breast cancer samples (class II samples).
For each of the 10 datasets D1, D2,…, D10, Cramer's coefficients of the features and samples' class labels were calculated.
Here, for each feature and samples' class labels, Cramer's coefficient was calculated, and features with a Cramer's coefficient lower than 0.1 were excluded.
The functions of the DEPs that were commonly expressed in the five samples (class o, Figure 1B and C) were selected for further discussion.
C4.5 is one of the first-introduced and most commonly used machine learning methods which creates subsets from a given sample set by minimizing entropy of the samples' class membership within the resulting subsets.
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The microfabric and petrographic analyses show that gneissic samples (classes V VI of weathering grade) are characterized by higher percentage of altered minerals and microfracture and void rather than granitoid samples (classes V VI of weathering grade).
I was certainly unequipped for that sample class.
Instead I was always called back for second and third visits, always asked to teach a sample class.
Sample Class Periods: Most classes start between 8 and 9 a.m.
As part of the program, students were required to sign up for a sample class.
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