Table 2 Test classification accuracy of the proposed HNF for different datasets using DCT
From: High-dimensional neural feature design for layer-wise reduction of training cost
Dataset | Proposed HNF | ELM | Proposed HNF | ||||
|---|---|---|---|---|---|---|---|
Accuracy | n(1) | L | Accuracy | Accuracy | n(1) | L | |
Letter | 93.2 | 250 | 5 | 88.3 | 94.7 | 1000 | 3 |
Shuttle | 99.8 | 250 | 5 | 99.0 | 99.3 | 1000 | 3 |
MNIST | 97.7 | 1000 | 5 | 96.9 | 97.8 | 4000 | 3 |