Table 3 Training time and test classification accuracy of the proposed HNF versus backpropagation
From: High-dimensional neural feature design for layer-wise reduction of training cost
Dataset | Proposed HNF | Backpropagation | ||
|---|---|---|---|---|
Accuracy | Training time | Accuracy | Training time | |
Letter | 93.42 | 47 s | 95.03 | 4566 s |
Shuttle | 99.21 | 24 s | 99.21 | 15,283 s |
MNIST | 97.14 | 108 s | 98.30 | 20,433 s |