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cs.LG2018
Fourier analysis perspective for sufficient dimension reduction problem
Rustem Takhanov
A theory of sufficient dimension reduction (SDR) is developed from an optimizational perspective. In our formulation of the problem, instead of dealing with raw data, we assume tha…
cs.CL2018
Reusing Weights in Subword-aware Neural Language Models
Zhenisbek Assylbekov, Rustem Takhanov
We propose several ways of reusing subword embeddings and other weights in subword-aware neural language models. The proposed techniques do not benefit a competitive character-awar…