Search Results for author: Xiaoyuan Ma

Found 1 papers, 0 papers with code

Bridging the Usability Gap: Theoretical and Methodological Advances for Spectral Learning of Hidden Markov Models

no code implementations15 Feb 2023 Xiaoyuan Ma, Jordan Rodu

In this paper, we (1) provide an asymptotic distribution for the approximate error of the likelihood estimated by SHMM, (2) propose a novel algorithm called projected SHMM (PSHMM) that mitigates the problem of error propagation, and (3) develop online learning variants of both SHMM and PSHMM that accommodate potential nonstationarity.

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