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For each variable stored in the location registry of the child pattern, class consistency between the class of the variable and the class of the variable stored in the merged class registry is checked.
Third, it is possible to consider some class consistency of neighboring pixels.
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The first type of metrics examines the intra-class consistency and inter-class discrimination of patients based on the respective features constructed by individual integrative methods.
The first type of metrics also examines the intra-class consistency and inter-class discrimination of patients and the Pearson correlation coefficients and Euclidean distances are employed.
We observed that all the five factors can interfere with integrative analyses, influencing all the metrics including intra-class consistency, inter-class discrimination and accuracy of clustering and classification.
On SD1, i.e., datasets that simulate scale issues, iBFE1 achieves better results than direct concatenation and SNF, regarding all the evaluation metrics including intra-class consistency, inter-class discrimination and accuracy of clustering and classification (Fig. 2a and Table 1).
Similar to the results on simulated datasets, iBFE also demonstrated superior intra-class consistency and inter-class discrimination on both the lung and kidney cancer datasets (Fig. 4, Table 2 and Additional file 1 and Additional file 2).
On SD4 that simulates incomplete patient relationships, iBFE1 demonstrated better intra-class consistency and inter-class discrimination but the accuracy of clustering and classification is slightly lower than those of direct concatenation and SNF (Fig. 2d and Table 1).
When the complete patient relationships are defined only by the combination of different data types and individual data type reveals only partial information of patient relationships, it is demonstrated that direct concatenation can significantly improve the intra-class consistency, the inter-class discrimination, and the accuracy of clustering and classification (Fig. 2d and Table 1).
With other chemicals or chemical classes, consistency was found in mechanisms of action.
(Format or design of the poster boards may be decided upon as a class for consistency in presentation and later classroom display).
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