Research Article

VOVU: A Method for Predicting Generalization in Deep Neural Networks

Table 1

Comparison results of VOVU and other early stopping methods.

Number of samplesVOVUValidation-based early stoppingSDR
r valuedr valuedr valued

N = 50000.9814.48e − 7240.9943.45e − 9700.7882.64e − 636
N = 30000.9729.45e − 6440.9918.60e − 8800.7575.23e − 566
N = 25000.9719.45e − 6440.9918.60e − 8800.7144.50e − 339
N = 20000.9762.08e − 6610.9874.17e − 8120.6742.32e − 4511
N = 10000.9741.01e − 6520.9886.64e − 8350.6413.32e − 2312
N = 5000.9696.96e − 6260.9833.33e − 74130.6082.23e − 2315
N = 2500.9782.77e − 6930.9531.78e − 52180.5549.23e − 1623