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Research article

First published 2022-5

Novel deep learning architectures for haemodialysis time series classification

Giorgio Leonardi, Stefania Montani, Manuel Striani

International Journal of Knowledge-Based and Intelligent Engineering Systems

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Research article

First published 2018-11

A scalable approach based on deep learning for big data time series forecasting

J.F. Torres, A. Galicia, A. Troncoso [...]

Integrated Computer-Aided Engineering

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Research article

First published 2026-1

Deep learning foundation and pattern models: Challenges in hydrological time series

Junyang He, Ying-Jung Chen, Alireza Jafari [...]

The International Journal of High Performance Computing Applications

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Research article

First published 2025-11

Interpretable deep classification of time series based on class discriminative prototype learning

Yupeng Wang, Jianghui Cai, Haifeng Yang [...]

Intelligent Data Analysis: An International Journal

Open access

Research article

First published 2025

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

Duong Thi Kim Chi, Nguyen Thi Mai Trang, Tran Ba Minh Son [...]

Journal of Algorithms & Computational Technology

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Review article

First published 2021-02

Deep Learning for Time Series Forecasting: A Survey

José F. Torres, Dalil Hadjout, Abderrazak Sebaa [...]

Big Data

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Abstract

First published 2024-12

A comparative time-series analysis and deep learning projection of innate radon gas risk in Canadian and Swedish residential buildings

S.M. Khan, D.D. Pearson, T. Rönnqvist [...]

Annals of the ICRP

Open access

Research article

First published 2026

Transformer-based deep learning for early detection of intensive care unit-acquired bloodstream infection through multivariate time-series analysis

Jiang-Chen Peng, Jia-Rui Liang, Ming-Li Zhu [...]

DIGITAL HEALTH

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Research article

First published 2025

Deep-learning-based interferometric synthetic aperture radar time-series analysis for the monitoring and prediction of dam safety

Saygin Abdikan, Suat Coskun, Omer Gokberk Narin [...]

Structural Health Monitoring

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Research article

First published 2026-3

A Multimodal Approach to Improve the Prediction Capabilities of Deep Learning Models for Multivariate Time Series—A Case of Subtropical Urban Air Quality

Benedito Chi Man Tam, Su-kit Tang, Alberto Cardoso

Environmental Engineering Science

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