Research Article

Incremental Matrix-Based Subspace Method for Matrix-Based Feature Extraction

Table 1

Digits recognition rates for MNIST dataset.

Capacity of training data = 0.1
 = 10
 = 0.2
 = 20
 = 0.3
 = 30
 = 0.4
 = 40

Matrix-based method (column-lifted,  = 100)74.3  2.278.4  2.082.1  3.482.4  2.6
Matrix-based method (row-lifted,  = 1)82.6  3.094.0  2.196.7  1.598.2  1.1
Vector-based method (=100)81.7  2.3