User:Carl Boettiger/Notebook/Stochastic Population Dynamics/2010/03/31

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Research

Writing up work just on ensemble vs single instance detection of regime shifts. See this entry


Outline

Title

On the ability to detect leading indicators of catastrophe in unreplicated time series

Introduction Background on Warning Signals

  1. literature
  2. Saddle Node bifurcation
  3. Detecting decreasing stabilization -- gradual vs changepoint estimation

Reasons detection can fail:

  1. Ergodicity: ensembles vs single instances
  2. Sufficient statistical power
  3. Appropriate dynamics

Methods

  • Defining an indicator -- significant Kendall rank correlation coefficient as in doi:10.1073/pnas.0802430105
  • Simulation approach
  • Analytic limits
  • accounting for delay?

Figures

  • Saddle node bifurcation example -- should discuss difference between stochastic and deterministic edge?
  • Single replicates using standard detection statistics

Results/Discussion

  • Misleading indicators
  • Need for further exploration