Time Series Analysis

Latest research

1. ODEMixer: an approach for modeling non-stationary time series with learnable fragment library

   • Bin Wei
   • Jiejie Chen
   • Zhiwei Xiao

   in The Journal of Supercomputing

   Article 18 October 2025

   

2. Structured temporal representation in time series classification with ROCKETs and hyperdimensional computing

   • Kenny Schlegel
   • Dmitri A. Rachkovskij
   • Peer Neubert

   in Data Mining and Knowledge Discovery

   Article Open access 18 October 2025

   

3. Analyzing rainfall trends in the West Central meteorological division of India using the innovative trend method

   • Yogesh Yewale
   • Mahadeo Jadhav

   in Discover Atmosphere

   Article Open access 18 October 2025

   

4. SAE-GAN: integrating stacked attention autoencoder and generative adversarial networks for multivariate time series anomaly detection

   • Shimin Sun
   • Xiangyun Liu
   • Yong Zhu

   in Applied Intelligence

   Article 18 October 2025

   

5. Dry/wet responses across China to ENSO events and their relationship to the PDO: an event coincidence analysis of historical records

   • Dong Wang
   • Wenjing Jia

   in Frontiers of Earth Science

   Article 18 October 2025

6. A novel and robust Fourier-based Kolmogorov-Arnold Network in early warning of rockbursts from microseismic data

   • Hongwei Guo
   • Lele Zheng
   • Hong Zheng

   in Stochastic Environmental Research and Risk Assessment

   Article 17 October 2025

   

7. The impact of window size on the performance and accuracy of time series forecasting models for meteorological drought prediction

   • Leila Fazeldehkordi
   • Jie-Lun Chiang

   in Stochastic Environmental Research and Risk Assessment

   Article 17 October 2025

   

8. Efficient Likelihood-Based Temporal Changepoint Detection in Spatio-Temporal Processes

   • Gaurav Agarwal
   • Idris A. Eckley
   • Paul Fearnhead

   in Statistics and Computing

   Article Open access 17 October 2025

   

9. Long-Term Variation of the Number of Sunspots per Group

   • Alexei A. Pevtsov
   • Yury A. Nagovitsyn
   • Kalevi Mursula

   in Solar Physics

   Article Open access 15 October 2025

   

10. Mast: interpretable stress testing via meta-learning for forecasting model robustness evaluation

    • Ricardo Inácio
    • Vitor Cerqueira
    • Carlos Soares

    in Machine Learning

    Article 15 October 2025

    

11. Long-term seasonality of river flow regimes: spatio-temporal variability and trend over a complex hydro-climatic-topographic region

    • Raoof Mostafazadeh
    • Nazila Alaei

    in Environment, Development and Sustainability

    Article 15 October 2025

    

12. Wavelet-Inspired Encoder Model Applied in Industrial Predictive Maintenance

    • Xueyi Wang
    • Qi Zhang
    • Jinsong Bao

    in Journal of Shanghai Jiaotong University (Science)

    Article 14 October 2025

    

13. Timelygpt: extrapolatable transformer pre-training for long-term time-series forecasting in healthcare

    • Ziyang Song
    • Qincheng Lu
    • Yue Li

    in Health Information Science and Systems

    Article Open access 14 October 2025

    

14. A Hybrid KNN-MHWS-NNAR Univariate time Series Model for Anomaly Detection and Prediction of Relative Humidity Data

    • Bishnupriya Mallick
    • Jibendu Kumar Mantri

    in SN Computer Science

    Article 14 October 2025

    

15. NDVI Time Series Reconstruction Using Morphological Filtering

    • Radu-Mihai Coliban
    • Mihai Ivanovici

    in National Academy Science Letters

    Article Open access 13 October 2025

    

16. Non-stationarity of annual minimum streamflows in Victoria, Australia

    • Abdullah Gokhan Yilmaz
    • Lei Yan
    • Kimia Haji Amou Assar

    in Sustainable Water Resources Management

    Article Open access 13 October 2025

    

17. Random Toeplitz Functionals and Their Applications

    • Mamikon S. Ginovyan

    in Frontiers in Probability and the Statistical Sciences

    Book 2025

    

18. Recent Developments in Bayesian Econometrics and Their Applications

    • Stepan Mazur
    • Pär Österholm

    Book 2025

    

19. Spatio-temporal patterns of river water quality in the klang river basin, malaysia: a functional data analysis approach to detect pre- and post-pandemic shifts

    • Nur Fatihah Mohd Ali
    • Ibrahim Mohamed
    • Faridah Othman

    in Environmental Monitoring and Assessment

    Article Open access 11 October 2025

    

20. Conventional and hybrid time series models for forecasting medication dispensing and errors integration in automated dispensing cabinets

    • Abbas Al Mutair
    • Kawther Taleb
    • Zainab Almoosa

    in Scientific Reports

    Article Open access 10 October 2025

    

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