cop_apstress: PCOPS version of approximated power stress model.

In cops: Cluster Optimized Proximity Scaling

PCOPS version of approximated power stress model.

Description

This uses an approximation to power stress that makes use of smacofx as workhorse. Free parameters are kappa, lambda and nu

Usage

cop_apstress(
  dis,
  theta = c(1, 1, 1),
  type = "ratio",
  ndim = 2,
  weightmat = 1 - diag(nrow(dis)),
  init = NULL,
  itmaxi = 1000,
  ...,
  stressweight = 1,
  cordweight = 0.5,
  q = 1,
  minpts = ndim + 1,
  epsilon = 10,
  rang = NULL,
  verbose = 0,
  normed = TRUE,
  scale = "sd"
)

Arguments

dis	numeric matrix or dist object of a matrix of proximities
theta	the theta vector of parameters to optimize over. Must be of length three, with the first the kappa argument, the second the lambda argument and the third the nu argument. One cannot supply upsilon and tau as of yet. Defaults to 1 1 1.
type	MDS type.
ndim	number of dimensions of the target space
weightmat	(optional) a binary matrix of nonnegative weights.
init	(optional) initial configuration
itmaxi	number of iterations. default is 1000.
...	additional arguments to be passed to the fitting procedure
stressweight	weight to be used for the fit measure; defaults to 1
cordweight	weight to be used for the cordillera; defaults to 0.5
q	the norm of the cordillera; defaults to 1
minpts	the minimum points to make up a cluster in OPTICS; defaults to ndim+1
epsilon	the epsilon parameter of OPTICS, the neighbourhood that is checked; defaults to 10
rang	range of the distances (min distance minus max distance). If NULL (default) the cordillera will be normed to each configuration's maximum distance, so an absolute value of goodness-of-clusteredness.
verbose	numeric value hat prints information on the fitting process; >2 is extremely verbose
normed	should the cordillera be normed; defaults to TRUE
scale	should the configuration be scale adjusted

Value

A list with the components

• stress: the stress-1 of the configuration

• stress.m: default normalized stress (sqrt(stress-1))

• copstress: the weighted loss value

• OC: the OPTICS cordillera value

• parameters: the theta parameters used for fitting (kappa, lambda, nu)

• fit: the returned object of the fitting procedure (typically of class smacofB or smacofP)

• cordillera: the cordillera object

cops documentation built on Feb. 2, 2024, 3:02 p.m.