Hybrid deep learning framework for robust time-series classification: Integrating inception modules with residual networks

Accurate time-series classification (TSC) remains a fundamental challenge in deep learning due to the complexity and variability of temporal patterns. While recurrent neural networks (RNNs) such as LSTM and GRU have shown promise in modeling sequential dependencies, they often suffer from limitation...

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Bibliographic Details
Published in:Journal of algorithms & computational technology Vol. 19
Main Authors: Kim Chi, Duong Thi, Mai Trang, Nguyen Thi, Minh Son, Tran Ba, Ngoc Thao, Nguyen, Nguyen, Thanh Q.
Format: Journal Article
Language:English
Published: SAGE Publishing 01.06.2025
ISSN:1748-3018, 1748-3026
Online Access:Get full text
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