Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In the past two decades, the use of the ight decay regularizer for improving the generalization ability of neural networks has been extensively investigated. Hover, most existing results focus on the fault-free neural networks only. s extends the analysis on the generalization ability for networks with multiplicative ight noise. Our analysis result allows us not only to estimate the generalization ability of a faulty network, but also to select a good model from various settings. Simulated experiments are performed to verify theoretical result.
['Chi Sing Leung', 'Pui Fai Sum', 'Hongjiang Wang']
I am writing a research paper on a idea Analysis on Generalization Error of Faulty RBF Networks with Weight Decay Regularizer
[{"from": "human", "value": "I am writing a research paper on a idea Analysis on Generalization Error of Faulty RBF Networks with Weight Decay Regularizer"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In the past two decades, the use of the ight decay regularizer for improving the generalization ability of neural networks has been extensively investigated. Hover, most existing results focus on the fault-free neural networks only. s extends the analysis on the generalization ability for networks with multiplicative ight noise. Our analysis result allows us not only to estimate the generalization ability of a faulty network, but also to select a good model from various settings. Simulated experiments are performed to verify theoretical result."}]