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
Main Authors: Duong Thi Kim Chi, Nguyen Thi Mai Trang, Tran Ba Minh Son, Nguyen Ngoc Thao, Thanh Q. Nguyen
Format: Article
Language:English
Published: SAGE Publishing 2025-06-01
Series:Journal of Algorithms & Computational Technology
Online Access:https://doi.org/10.1177/17483026251348851
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