PredictExclusionRadius: Prediction skill versus exclusion radius
In rEDM: Empirical Dynamic Modeling ('EDM')

PredictExclusionRadius

R Documentation

Prediction skill versus exclusion radius

Description

Simplex prediction skill (rho) swept over the temporal exclusion radius.

Usage

PredictExclusionRadius(dataFrame = NULL, columns, target, lib, pred,
                       exclusionRadius = NULL, E = 1, Tp = 1, tau = -1,
                       embedded = FALSE, validLib = logical(0),
                       noTime = FALSE, ignoreNan = TRUE, numProcess = 4,
                       backend = "RANN", pathIn = "./", dataFile = "",
                       pathOut = "./", predictFile = "",
                       parameterList = FALSE, showPlot = FALSE)

Arguments

`dataFrame`	A data.frame of input data. The first column must be a time index or time values unless `noTime = TRUE`.
`columns`	Column name(s) to build the embedding: character vector or space-separated string.
`target`	Target column name to predict.
`lib`	Library (training) index range as (start end) pairs.
`pred`	Prediction index range as (start end) pairs.
`exclusionRadius`	Temporal (Theiler) exclusion radius around each prediction point.
`E`	Embedding dimension.
`Tp`	Forecast interval (prediction horizon).
`tau`	Embedding delay (negative selects past lags).
`embedded`	If `TRUE`, `columns` already form the embedding.
`validLib`	Logical vector marking admissible library rows (or length 0 for all).
`noTime`	If `TRUE`, synthesise a 1..N time index instead of using column 1.
`ignoreNan`	Remove rows with NaN in the embedding from the library and prediction sets.
`numProcess`	Number of worker processes for the parameter sweep or task grid.
`backend`	Nearest-neighbour backend: `"RANN"` (default) or `"brute"`.
`pathIn`	File path for input `dataFile`.
`dataFile`	Input dataFile, .csv format.
`pathOut`	Output file path for `predictFile`
`predictFile`	Output file name, .csv format.
`parameterList`	Append named list of parameters/values to return.
`showPlot`	If `TRUE`, draw a base-graphics plot of the result.