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"Time Series Analysis": models, code, and papers
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Leveraging Non-Decimated Wavelet Packet Features and Transformer Models for Time Series Forecasting

Mar 13, 2024
Guy P Nason, James L. Wei

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IMUOptimize: A Data-Driven Approach to Optimal IMU Placement for Human Pose Estimation with Transformer Architecture

Feb 16, 2024
Varun Ramani, Hossein Khayami, Yang Bai, Nakul Garg, Nirupam Roy

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One Fits All: Universal Time Series Analysis by Pretrained LM and Specially Designed Adaptors

Nov 24, 2023
Tian Zhou, Peisong Niu, Xue Wang, Liang Sun, Rong Jin

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Large Language Models for Time Series: A Survey

Feb 06, 2024
Xiyuan Zhang, Ranak Roy Chowdhury, Rajesh K. Gupta, Jingbo Shang

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Large Pre-trained time series models for cross-domain Time series analysis tasks

Nov 19, 2023
Harshavardhan Kamarthi, B. Aditya Prakash

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MOMENT: A Family of Open Time-series Foundation Models

Feb 06, 2024
Mononito Goswami, Konrad Szafer, Arjun Choudhry, Yifu Cai, Shuo Li, Artur Dubrawski

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Exploring Hierarchical Classification Performance for Time Series Data: Dissimilarity Measures and Classifier Comparisons

Feb 07, 2024
Celal Alagoz

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Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting

Feb 08, 2024
Yanjun Zhao, Tian Zhou, Chao Chen, Liang Sun, Yi Qian, Rong Jin

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