So far I understood, that hyphenation should aid readability.
North America-based company
A Gaussian mixture model-based approach
We propose spherical Gaussian-based approximations to calculate this analytically.
Although, this never aligned with my understanding of parsing trees, I would still like to apply this rule.
How does it extend to abbreviation remarks?
Gaussian mixture model (GMM)-based approach
Non-negative matrix factorization (NMF)-inspired method
My own understanding of how to parse the words is as follows, which does not seem to be reflected in how hyphens are used:
{
{
{
Gaussian {
mixture model
}
} (GMM)
}-based
} approach