Computation of Adalines' sensitivity to weight perturbation

Xiaoqin Zeng; Yingfeng Wang; Kang Zhang

doi:10.1109/TNN.2005.863418

Computation of Adalines' sensitivity to weight perturbation

IEEE Trans Neural Netw. 2006 Mar;17(2):515-9. doi: 10.1109/TNN.2005.863418.

Authors

Xiaoqin Zeng, Yingfeng Wang, Kang Zhang

PMID: 16566477
DOI: 10.1109/TNN.2005.863418

Abstract

In this paper, the sensitivity of Adalines to weight perturbation is discussed. According to the discrete feature of Adalines' input and output, the sensitivity is defined as the probability of an Adaline's erroneous outputs due to weight perturbation with respect to all possible inputs. By means of hypercube model and analytical geometry method, a heuristic algorithm is given to accurately compute the sensitivity. The accuracy of the algorithm is verified by computer simulations.

Publication types

Evaluation Study
Letter
Research Support, Non-U.S. Gov't

MeSH terms

Algorithms*
Artificial Intelligence
Computer Simulation
Models, Theoretical*
Neural Networks, Computer*
Numerical Analysis, Computer-Assisted*
Pattern Recognition, Automated / methods*