Foundation for neural network verification and validation

Gerald E. Peterson

doi:10.1117/12.152651

19 August 1993 Foundation for neural network verification and validation

Gerald E. Peterson

Proceedings Volume 1966, Science of Artificial Neural Networks II; (1993) https://doi.org/10.1117/12.152651
Event: Optical Engineering and Photonics in Aerospace Sensing, 1993, Orlando, FL, United States

Abstract

Although neural networks are gaining wide acceptance as a vehicle for intelligent software, their use will be limited unless good procedures for their evaluation, including verification and validation, can be developed. Since neural networks are created using a different methodology from conventional software, extensive changes in evaluation concepts and techniques are necessary. This paper proposes some clarifying concepts related to evaluation, and a process for developing neural networks in which the role of evaluation is emphasized. Some ideas about how the various evaluation activities may be performed are also described.

Citation Download Citation

Gerald E. Peterson "Foundation for neural network verification and validation", Proc. SPIE 1966, Science of Artificial Neural Networks II, (19 August 1993); https://doi.org/10.1117/12.152651

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