Edge Computing Resilience by Yanlong Zhai & Muhammad Mudassar & Liehuang Zhu

Author:Yanlong Zhai & Muhammad Mudassar & Liehuang Zhu
Language: eng
Format: epub
ISBN: 9789819769988
Publisher: Springer Nature Singapore

2.

Additive noise: Some True activations can pass through the RUR. To further enforce uncertainty, noise is added to each variable using the Laplace-DP mechanism. We first define the data sensitivity according to a single unit response base on the global sensitivity given in Eq. (4.1). Since the last layer’s activation is bounded by and , the sensitivity of f for each unit can be defined as:

(4.4)

If we consider that the last layer has k neural units, the overall sensitivity will be .

(4.5)

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