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Currently we use feature hashing to convert spectra to vectors. Instead, Gaussian random projections might give a similar performance at lower dimensionalities, which would speed up searching and reduce the size of the ANN index.
Currently we use feature hashing to convert spectra to vectors. Instead, Gaussian random projections might give a similar performance at lower dimensionalities, which would speed up searching and reduce the size of the ANN index.
See e.g. the implementation in falcon.
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