.get_default_sign_size

Internal function for obtaining a default signature size parameter

internal

Single unified interface for end-to-end modelling of regression,
categorical and time-to-event (survival) outcomes. Models created using
familiar are self-containing, and their use does not require additional
information such as baseline survival, feature clustering, or feature
transformation and normalisation parameters. Model performance,
calibration, risk group stratification, (permutation) variable importance,
individual conditional expectation, partial dependence, and more, are
assessed automatically as part of the evaluation process and exported in
tabular format and plotted, and may also be computed manually using export
and plot functions. Where possible, metrics and values obtained during the
evaluation process come with confidence intervals.

Alex Zwanenburg

familiar

End-to-End Automated Machine Learning and Model Evaluation

Steffen Löck

Stefan Leger

Iram Shahzadi

Asier Rabasco Meneghetti

Sebastian Starke

Technische Universität Dresden 

German Cancer Research Center (DKFZ) 

.get_default_sign_size function

<dl><dt>data</dt>
<dd>dataObject class object which contains the data on which the
preset parameters are determined.</dd>
<dt>restrict_samples</dt>
<dd>Logical indicating whether the signature size should
be limited by the number of samples in addition to the number of available
features. This may help convergence of OLS-based methods.</dd></dl>

Arguments

Internal function for obtaining a default signature size parameter — .get_default_sign_size

<dl>

<dt>data</dt>
<dd>dataObject class object which contains the data on which the
preset parameters are determined.</dd>


<dt>restrict_samples</dt>
<dd>Logical indicating whether the signature size should
be limited by the number of samples in addition to the number of available
features. This may help convergence of OLS-based methods.</dd>

</dl>

Internal function for obtaining a default signature size parameter

.get_default_sign_size: Internal function for obtaining a default signature size parameter

Description

Usage

Value

Arguments