A summary of a crossvalidation of a Naive Discriminatory Reader Model
A summary of a crossvalidation of a Naive Discriminatory Reader Model
A summarization method for an object of the class "ndlCrossvalidate".
## S3 method for class 'ndlCrossvalidate'summary(object,...)## S3 method for class 'summary.ndlCrossvalidate'print(x, digits = max(3, getOption("digits")-3),...)
Arguments
object: An object of class "ndlCrossvalidate", resulting from a call to ndlCrossvalidate.
x: An object of class "summary.ndlCrossvalidate", usually resulting from a call to summary.ndlCrossvalidate.
digits: the number of significant digits to use when printing.
...: further arguments passed to or from other methods.
Details
Calculates overall descriptive statistics of the crossvalidation of a fitted Naive Discriminatory Reader model and prints a nice summary of the key results.
Returns
summary.ndlCrossvalidate returns an object of the class "summary.ndlCrossvalidate", a list with the following components:
call: The call matched to fit the "ndlCrossvalidate" object.
formula: The formula specified for the "ndlCrossvalidate" object.
statistics.summary: The means, minima and maxima of a range descriptive statistics for the fit and performance of individual folds; see ndlStatistics.
crosstable.summary: The means of the crosstabulation of observed and predicted outcomes for the held-out test data.
recall.predicted.summary: The means of the recall values for the individual outcomes predicted with the held-out test data.
precision.predicted.summary: The means of the precision values for the individual outcomes predicted with the held-out test data.
statistics.all: All the values for a range descriptive statistics for the fit and performance of individual folds on the held-out test data; see ndlStatistics.
k: The number of folds.
n.total: The sum frequency of all data points in data.
n.train: The sum frequency of data points used for training the individual models (excluding the individual folds).
n.test: The sum frequency of data points in the individual held-out folds used for testing the individual models.