Stability analysis of gradient-based training algorithms of discrete-time recurrent neural network

• Main Author: Wu, Yilei
• Other Authors: Song Qing
• Format: Theses and Dissertations
• Language: English
• Published: 2008
• Subjects: DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems
• Online Access: https://hdl.handle.net/10356/13326
• Institution: Nanyang Technological University

Recurrent Neural Network (RNN) is a powerful tool for both theoretical modelling and practical applications. To utilize the RNN as a general learning tool, the understanding of its properties, particularly the robustness and stability, are required. In this thesis, we aim at studying the robustness...