PIECEWISE REGRESSION: A TOOL FOR IDENTIFYING ECOLOGICAL THRESHOLDS
University of Alberta · University of Victoria
Abstract
We demonstrate the use of piecewise regression as a statistical technique to model ecological thresholds. Recommended procedures for analysis are illustrated with a case study examining the width of edge effects in two understory plant communities. Piece-wise regression models are “broken-stick” models, where two or more lines are joined at unknown points, called “breakpoints.” Breakpoints can be used as estimates of thresholds and are used here to determine the width of edge effects. We compare a sharp-transition model with three models incorporating smooth transitions: the hyperbolic-tangent, bent-hyperbola, and bent-cable models. We also calculate three types of confidence intervals for the breakpoint…
Citation impact
- FWCI
- 6.99
- Percentile
- 100%
- References
- 29
Authors
2Topics & keywords
- Segmented regression
- Confidence interval
- Piecewise
- Statistics
- Mathematics
- Regression
- Hyperbola
- Regression analysis
- Life in Land