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IWANN
2001
Springer

Verifying Properties of Neural Networks

10 years 5 months ago
Verifying Properties of Neural Networks
In the beginning of nineties, Hava Siegelmann proposed a new computational model, the Artificial Recurrent Neural Network (ARNN), and proved that it could perform hypercomputation. She also established the equivalence between the ARNN and other analog systems that support hypercomputation, launching the foundations of an alternative computational theory. In this paper we contribute to this alternative theory by exploring the use of formal methods in the verification of temporal properties of ARNNs. Based on the work of Bradfield in verification of temporal properties of infinite systems, we simplify his tableau system, keeping its expressive power, and show that it is suitable to the verification of temporal properties of ARNNs.
Pedro Rodrigues, José Félix Costa, H
Added 30 Jul 2010
Updated 30 Jul 2010
Type Conference
Year 2001
Where IWANN
Authors Pedro Rodrigues, José Félix Costa, Hava T. Siegelmann
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