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"membership function" is a correct and usable phrase in written English.
You would typically use this phrase when discussing mathematical topics such as set theory, optimization, or fuzzy logic. For example, "The membership function indicates which elements belong to a set."
Dictionary
membership function
noun
A generalization of the indicator function for a fuzzy set which assigns a truth value (0 or 1) to each element
Exact(60)
Triangular membership function.
Shape of membership function: triangle.
Figure 4 Membership function for LET. Figure 5 Membership function for PLRT. Figure 6 Membership function for LPER. Figure 7 Membership function for LRSS. Figure 8 Membership function for RBP. Figure 9 Membership function for RSP.
Then, the membership function becomes one-sided.
Figure 2 Membership function for link lifetime.
Figure 5 Membership function for node status.
The output membership function is Trust.
Figure 2 Membership function based on density.
Membership function of GFN is defined.
All the membership function variables are trapezium.
Fig. 8 Membership function showing grading.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com