SINr-Embeddings / sinr

The SINr approach to train interpretable word and graph embeddings

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Dimensions filtering

aberanger opened this issue · comments

commented

Is your feature request related to a problem? Please describe.
Are all dimensions relevant? Working with smaller vectors is faster.

Describe the solution you'd like
Filtering dimensions based on their distribution of non zero values. Removing the most activated dimensions and the less activated ones. Searching thresholds for which we have the best similarity.

Describe alternatives you've considered
A clear and concise description of any alternative solutions or features you've considered.

Additional context
Add any other context or screenshots about the feature request here.