Description:

This intensive four-day workshop provides a comprehensive introduction to nonlinear time series analysis, focusing on state space reconstruction and identifying evidence of nonlinear dynamics, using the R software. Participants will develop skills to manipulate, visualize, and create nonlinear models of time series data, enhancing their research in any field that works with time series data.

Start: Tuesday, 11 March 2025 @ 03:00

End: Friday, 14 March 2025 @ 08:00

Timezone: Sydney

Learning Objectives:

Topics Covered
Time Series Concepts , Significance Across Fields , Nonlinearities , Graphical Representations , State Space Reconstruction , Embedding Data , Characterizing Attractors , Recurrences , Recurrence Quantification Analysis , Entropy , Tests of nonlinearity , Tests of Stationarity , Changepoints , Singular Spectrum Analysis , Separating Signal from Noise , Impact of Noise on State Space Reconstruction , Bootstrapping , Surrogate Time Series Data , Permutation-based Boostrapping , Granger Causality , Convergent cross mapping , Tests of dynamics

Eligibility:
  • Open to all

Organiser: Bernard Ricca, Lyda Hill Institute for Human Resilience, University of Colorado, Colorado Springs

Contact: info@instats.org

Host institution: Instats

Nonlinear Time Series Analysis (Part I) with Bernard Ricca, Lyda Hill Institute for Human Resilience, University of Colorado, Colorado Springs https://dresa.org.au/events/nonlinear-time-series-analysis-part-i-with-bernard-ricca-lyda-hill-institute-for-human-resilience-university-of-colorado-colorado-springs-060b36ce-242c-448b-8b5a-6b8f0b42e5e1 This intensive four-day workshop provides a comprehensive introduction to nonlinear time series analysis, focusing on state space reconstruction and identifying evidence of nonlinear dynamics, using the R software. Participants will develop skills to manipulate, visualize, and create nonlinear models of time series data, enhancing their research in any field that works with time series data. 2025-03-11 03:00:00 UTC 2025-03-14 08:00:00 UTC Bernard Ricca, Lyda Hill Institute for Human Resilience, University of Colorado, Colorado Springs Instats info@instats.org [] [] [] open_to_all []