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. 2024 Feb 14;25:69. doi: 10.1186/s12859-024-05679-9

Table 13.

MNIST dataset: SVM is based on stacked views. Deep CCA + SVM is a training SVM based on the last layer of Deep CCA. iDeepViewLearn with selected top 20% pixels obtains a classification error based on a shared low-dimensional representation trained on data with the selected 20% of the pixels. Similar for iDeepViewLearn with selected top 30%

Method AverageError (%)
Deep CCA + SVM 2.97
SVM on stacked data 2.81
iDeepViewLearn with selected top 20% pixels 3.91
iDeepViewLearn with selected top 30% pixels 2.56