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- Ali Alqahtani
- Center for Artificial Intelligence (CAI), King Khalid University, Abha 61421, Saudi Arabia
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- Mohammed Ali
- Department of Computer Science, King Khalid University, Abha 61421, Saudi Arabia
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- Xianghua Xie
- Department of Computer Science, Swansea University, Swansea SA1 8EN, UK
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- Mark W. Jones
- Department of Computer Science, Swansea University, Swansea SA1 8EN, UK
説明
<jats:p>We present a comprehensive, detailed review of time-series data analysis, with emphasis on deep time-series clustering (DTSC), and a case study in the context of movement behavior clustering utilizing the deep clustering method. Specifically, we modified the DCAE architectures to suit time-series data at the time of our prior deep clustering work. Lately, several works have been carried out on deep clustering of time-series data. We also review these works and identify state-of-the-art, as well as present an outlook on this important field of DTSC from five important perspectives.</jats:p>
収録刊行物
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- Electronics
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Electronics 10 (23), 3001-, 2021-12-02
MDPI AG