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In solving multi-objective hyperparameter optimization , the pareto front solution will be the output.
In order to select the optimal solution among the paretos, multi-criteria decision making analysis should be performed (in case of 2 objectives and more).
Description
In order to develop MCDM tool, lot of MCDA algorithm exist (TOPSIS, ELECTRE I,...)
Most algorithms exist on PyMCDM which was developed recently.
This will allow programmers to select the most optimal model upon several criteria and objective weights.
Alternatives (optional)
No response
Additional context (optional)
No response
The text was updated successfully, but these errors were encountered:
Motivation
In solving multi-objective hyperparameter optimization , the pareto front solution will be the output.
In order to select the optimal solution among the paretos, multi-criteria decision making analysis should be performed (in case of 2 objectives and more).
Description
In order to develop MCDM tool, lot of MCDA algorithm exist (TOPSIS, ELECTRE I,...)
Most algorithms exist on PyMCDM which was developed recently.
This will allow programmers to select the most optimal model upon several criteria and objective weights.
Alternatives (optional)
No response
Additional context (optional)
No response
The text was updated successfully, but these errors were encountered: