4 ms·
Do you have a useful reference for "3)"? A common problem I encounter in the literature is authors over-interpreting the slopes of a model with quadratic terms
by SubiculumCode 2y ago
Do you have a useful reference for "3)"?
A common problem I encounter in the literature is authors over-interpreting the slopes of a model with quadratic terms (e.g. Y = age + age^2) at the lowest and highest ages. In variably the plot (not the confidence intervals) will seem to indicate declines (for example) at the oldest ages (example: random example off internet [1]), when really the apparent negative slope is due to the limitations of quadratic models not being able to model an asymptote.
The approach I've used, when I do not have a theoretically driven choice to work with) is using fractionated polynomials [2], e.g. x^s where s = {−2, −1, −0.5, 0, 0.5, 1, 2, 3}, and then picking a strategy to pick the best fitting polynomial while avoiding overfitting.
Its not a bad technique; I've tried others like piecewise polynomial regression, knots, etc [3],but I could not figure out how to test (for example) for a group interaction between two knotted splines). Also additive models.
[1] https://www.researchgate.net/figure/Scatter-plot-of-the-quadratic-relationship-of-body-weight-and-age-in-the-deep-litter_fig1_322702245 https://www.researchgate.net/figure/Scatter-plot-of-the-quad...)
[2] https://journal.r-project.org/articles/RN-2005-017/RN-2005-017.pdf https://journal.r-project.org/articles/RN-2005-017/RN-2005-0...
[3] https://bookdown.org/ssjackson300/Machine-Learning-Lecture-Notes/splines.html https://bookdown.org/ssjackson300/Machine-Learning-Lecture-N...
- aquafox 2y agoFor my applications, using natural cubic splines provided by the 'ns' function in R, combined with trying out where knots should be positioned, is sufficient. Maybe have a look at the gratia package [1] for plotting lots of diagnostics around spline fits. [1] https://cran.r-project.org/web/packages/gratia/vignettes/gratia.html https://cran.r-project.org/web/packages/gratia/vignettes/gra...