Title | ||
---|---|---|
Fitness landscape analysis of convolutional neural network architectures for image classification |
Abstract | ||
---|---|---|
•Novel application of local optima network analysis to neural architecture landscapes.•Findings on a reduced search space were found to still hold on a larger search space.•Neural architecture search landscapes have relatively few local optima. |
Year | DOI | Venue |
---|---|---|
2022 | 10.1016/j.ins.2022.07.040 | Information Sciences |
Keywords | DocType | Volume |
Neural architecture search,Convolutional neural networks,Fitness distance correlation,Local optima networks,Loss landscapes | Journal | 609 |
ISSN | Citations | PageRank |
0020-0255 | 0 | 0.34 |
References | Authors | |
2 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Nuno M. Rodrigues | 1 | 0 | 0.34 |
Katherine Malan | 2 | 162 | 12.77 |
Gabriela Ochoa | 3 | 0 | 0.34 |
Leonardo Vanneschi | 4 | 1440 | 116.04 |
Sara Silva | 5 | 0 | 0.34 |