Time-Series Neural Network: A High-Accuracy Time-Series Forecasting Method Based on Kernel Filter and Time Attention

Time-Series Neural Network: A High-Accuracy Time-Series Forecasting Method Based on Kernel Filter and Time Attention

This research introduces a novel high-accuracy time-series forecasting method, namely the Time Neural Network (TNN), which is based on a kernel filter and time attention mechanism. Taking into account the complex characteristics of time-series data, such as non-linearity, high dimensionality, and lo...

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Bibliographic Details
Main Authors: Lexin Zhang, Ruihan Wang, Zhuoyuan Li, Jiaxun Li, Yichen Ge, Shiyun Wa, Sirui Huang, Chunli Lv
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Information
Subjects:
time-series forecasting
deep learning
time-series neural network
time attention
Online Access:https://www.mdpi.com/2078-2489/14/9/500

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