Analysis of Gradient Vanishing of RNNs and Performance Comparison

A recurrent neural network (RNN) combines variable-length input data with a hidden state that depends on previous time steps to generate output data. RNNs have been widely used in time-series data analysis, and various RNN algorithms have been proposed, such as the standard RNN, long short-term memo...

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Bibliographic Details
Main Author: Seol-Hyun Noh
Format: Article
Language:English
Published: MDPI AG 2021-10-01
Series:Information
Subjects:
Online Access:https://www.mdpi.com/2078-2489/12/11/442