Approximative inference of MRSort with large performance differences

Version:1.0
Provider:R-MCDA
Name:MRSort-LargePerfDiff_inference_approx
SOAP service’s name:
 MRSort-LargePerfDiff_inference_approx-R-MCDA (see SOAP requests for details)

Description

MRSort is a simplified ELECTRE TRI sorting method, where alternatives are assigned to an ordered set of categories. In this case, we also take into account large performance differences, both negative (vetoes) and positive (dictators). The identification of the profiles, weights and majority threshold are done by taking into account assignment examples.

Contact: Alexandru Olteanu (alexandru.olteanu@univ-ubs.fr)

Inputs

(For outputs, see below)

alternatives

A complete list of alternatives to be considered when inferring the MR-Sort model.

The input value should be a valid XMCDA document whose main tag is <alternatives>. It must have the following form:

------------------------

performanceTable

The evaluations of the alternatives on the set of criteria.

The input value should be a valid XMCDA document whose main tag is <performanceTable>.


criteria

A list of criteria on which the alternatives are evaluated. For each criterion, the preference direction should be provided.

The input value should be a valid XMCDA document whose main tag is <criteriaScales>.


alternativesAssignments

The alternatives assignments to categories.

The input value should be a valid XMCDA document whose main tag is <alternativesAssignments>.


categoriesRanks

A list of categories ranks, 1 stands for the most preferred category and the higher the number the lower the preference for that category.

The input value should be a valid XMCDA document whose main tag is <categoriesValues>.


parameters (optional)

The method parameters.

The input value should be a valid XMCDA document whose main tag is <programParameters>. It must have the following form:

<programParameters>
    <parameter id="assignmentRule">
        <values>
            <value>
                <label>%1</label>
            </value>
        </values>
    </parameter>
    <parameter id="time">
        <values>
            <value>
                <integer>%2</integer>
            </value>
        </values>
    </parameter>
    <parameter id="population">
        <values>
            <value>
                <integer>%3</integer>
            </value>
        </values>
    </parameter>
    <parameter id="mutation">
        <values>
            <value>
                <real>%4</real>
            </value>
        </values>
    </parameter>
    <parameter id="test">
        <values>
            <value>
                <boolean>%5</boolean>
            </value>
        </values>
    </parameter>
</programParameters>

where:

  • %1 is a parameter named “Assignment rule”. It can have the following values:

    • M: Majority rule
    • V: Veto
    • D: Dictator
    • v: Veto weakened by dictator
    • d: Dictator weakened by veto
    • dV: Dominating Veto and weakened Dictator
    • Dv: Dominating Dictator and weakened veto
    • dv: Conflicting Veto and Dictator

    The default value is M.

  • %2 is a parameter named “Time limit”. This is a int, and the value should conform to the following constraint: An integer value (minimum 1). More formally, the constraint is:

    %2 > 0
    

    The default value is 60.

  • %3 is a parameter named “Population size”. This is a int, and the value should conform to the following constraint: An integer value (minimum 10). More formally, the constraint is:

    %3 >= 10
    

    The default value is 20.

  • %4 is a parameter named “Mutation probability”. This is a float, and the value should conform to the following constraint: A value between 0 and 1. More formally, the constraint is:

    %4 >= 0 && %4 <= 1
    

    The default value is 0.1.

  • %5 is a parameter named “Test”. This is a boolean. The default value is false.


Outputs

categoriesProfilesPerformanceTable

The evaluations of the category profiles.

The returned value is a XMCDA document whose main tag is <performanceTable>.


vetoProfilesPerformanceTable

The evaluations of the veto profiles.

The returned value is a XMCDA document whose main tag is <performanceTable>.


dictatorProfilesPerformanceTable

The evaluations of the dictator profiles.

The returned value is a XMCDA document whose main tag is <performanceTable>.


criteriaWeights

The criteria weights.

The returned value is a XMCDA document whose main tag is <criteriaValues>.


categoriesProfiles

The categories delimiting profiles.

The returned value is a XMCDA document whose main tag is <categoriesProfiles>.


vetoProfiles

The categories veto profiles.

The returned value is a XMCDA document whose main tag is <categoriesProfiles>.


dictatorProfiles

The categories dictator profiles.

The returned value is a XMCDA document whose main tag is <categoriesProfiles>.


fitness

The model fitness.

The returned value is a XMCDA document whose main tag is <programParameters>.


majorityThreshold

The majority threshold.

The returned value is a XMCDA document whose main tag is <programParameters>.


messages

Messages from the execution of the webservice. Possible errors in the input data will be given here.

The returned value is a XMCDA document whose main tag is <programExecutionResult>.


Original xml description