Improving position encoding of transformers for multivariate time series classification

Navid Mohammadi Foumani; Chang Wei Tan; Geoffrey I. Webb; Mahsa Salehi

doi:10.1007/s10618-023-00948-2

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JOURNAL ARTICLE

Improving position encoding of transformers for multivariate time series classification

Navid Mohammadi Foumani Chang Wei Tan Geoffrey I. Webb Mahsa Salehi

Year: 2023 Journal: Data Mining and Knowledge Discovery Vol: 38 (1)Pages: 22-48 Publisher: Springer Science+Business Media

DOI: 10.1007/s10618-023-00948-2

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Keywords:

Computer science Position (finance) Encoding (memory) Embedding Time series Transformer Series (stratigraphy) Algorithm Pattern recognition (psychology) Artificial intelligence Machine learning Engineering

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145

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38.92

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1.00

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Topics

Time Series Analysis and Forecasting

Physical Sciences → Computer Science → Signal Processing

Anomaly Detection Techniques and Applications

Physical Sciences → Computer Science → Artificial Intelligence

Complex Systems and Time Series Analysis

Social Sciences → Economics, Econometrics and Finance → Economics and Econometrics

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