MeasureFunction: Archetype to define customized measures.

In D2MCS: Data Driving Multiple Classifier System

Archetype to define customized measures.

Description

Abstract class used as a template to define new M.L. performance measures.

Details

The GenericHeuristic is an full-abstract class so it cannot be instantiated. To ensure the proper operation, compute method is automatically invoke by D2MCS framework when needed.

Methods

Public methods

• MeasureFunction$new()

• MeasureFunction$compute()

• MeasureFunction$clone()

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Method new()

Method for initializing the object arguments during runtime.

Usage

MeasureFunction$new(performance = NULL)

Arguments

performance

An optional ConfMatrix parameter to define the type of object used to compute the measure.

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Method compute()

The function implements the metric used to measure the performance achieved by the M.L. model.

Usage

MeasureFunction$compute(performance.output = NULL)

Arguments

performance.output

An optional ConfMatrix parameter to define the type of object used to compute the measure.

Details

This function is automatically invoke by the D2MCS framework.

Returns

A numeric vector of size 1 or NULL if an error occurred.

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Method clone()

The objects of this class are cloneable with this method.

Usage

MeasureFunction$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

See Also

MeasureFunction

D2MCS documentation built on Aug. 23, 2022, 5:07 p.m.