Workshop on
time-series analysis of noisy data

Workshop on
time-series analysis of noisy data

Mountains in the Lake District

13-15 September 2023, Lancaster, UK

How to distinguish oscillations from noise?

 Topics
 
  • Linear, stationary, non-stationary, nonlinear, chaotic, stochastic, autonomous and
    non-autonomous processes and systems
  •  Time series analyses in time and frequency domains: autocorrelation and Fourier transform
  •  Time-frequency analyses: wavelet transform
  •  Entropy and information
  •  Data-driven and model-driven methods for coupled systems and networks
  •  Distinguishing oscillatory modes from high harmonics
  •  Methods for extraction of instantaneous frequencies
  •  Coherence and phase coherence
  •  Direction of coupling and coupling functions
  •  Testing hypotheses for dynamical systems using surrogate data
  • Applications to physical/climatologic/economic and biomedical processes, including cardiovascular, brain, and cellular dynamics