CPLparsToHinges {ADMUR} | R Documentation |
Converts either a vector of parameters, or a matrix of many parameter sets to CPL-model hinges (date and pdf coordinates).
CPLparsToHinges(pars, years)
pars |
Either a vector of one parameter set, or a matrix of several parameter sets (one set per row). |
years |
A vector of years. |
The CPL model requires pars to be of odd length, each between 0 and 1. A n-CPL model has \(2n-1\) parameters (\(n-1\) x-parameters and \(n\) y-parameters) that are mapped to \(n+1\) PD coordinates (x,y pairs) using a modified Stick Breaking Dirichlet Process. The first and last x-coordinate are set as \(x_{min}\) and \(x_{max}\), and the remaining internal x-coordinates are converted from their respective x-parameters using the Beta distribution CDF (where \(\alpha = 1\) and \(\beta =\) the number of pieces still to be broken). The y-parameters (between 0 and 1) are converted to y-coordinates in two steps. Firstly, they are mapped from the parameter range (0,1) to the coordinate range (0, \(\infty\)) using the formula \(\frac{1}{(1 - y)^2} - 1\), and the single remaining y-coordinate is set as \(\frac{1}{(1 - 0.5)^2} - 1\). Secondly, they are normalised by the total area under the curve, calculated as the sum of the areas under all \(n\) pieces: \[Area = \sum_{i=1}^{n} (\frac{y_i + y_{i+1}}{2})(x_{i+1} - x_i) \]
# convert a single random 6-CPL parameter set x <- CPLparsToHinges(pars=runif(11), years=5500:7500)