Exact(1)
It is worth to build clusters with different transformations since we also needed to test whether one clustering algorithm performs higher than the others over similar variations of dataset.
Similar(59)
With the cumulative proportion up to 0.950, the major variation of dataset could be explained by the first two principal components.
Confirmatory factor analysis estimates latent variables based on the correlated variations of the dataset (e.g., association, causal relationship) and can reduce the data dimensions, standardize the scale of multiple indicators, and account for the correlations inherent in the dataset (Byrne 2013).
SNPs&GO predicts as disease related 70% of the variations of our dataset.
The variations of derived datasets from these 2 resources provide hints for possible modifications of an accurate pathway.
We have tested the "noisy" variation of this dataset using the HOGHOFMBH model after recalibrating the Platt scaling using four-fold cross-validation.
Depending on the size of the dataset and the inherent variation of samples, datasets produced graphs of varying sizes at a given correlation threshold value.
We report results for two types of datasets: (a) 15 datasets (variations of each other) that use multiple types of predictor attributes but not gene expression attributes; (b) a dataset including only gene expression attributes (extracted from Genevestigator).
For somatic mutation and copy number variation data, our preliminary studies indicate that the massive passenger variations of the complete datasets deteriorated the clustering stability.
Subsequently, it is established that the KSOM framework should include the coefficient of variation of the datasets for determination of the number of map units, without considering it as a single value function of the sample data size.
The validation set was sampled from the same original population to avoid biological and technical sources of dataset variation.
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