Вариациялық Байес

method ID: variationalbayes

Related Papers

Why Doesn’t EM Find Good HMM POS-Taggers?

Authors: nan

Publication: TIPSTER (2007)

DOI: nan

This paper investigates why the HMMs es- timated by Expectation-Maximization (EM) produce such poor results as Part-of-Speech (POS) taggers. We find that the HMMs es- timated by EM generally assign …...

44713

Bayesian Learning of Non-Compositional Phrases with Synchronous Parsing

Authors: nan

Publication: TIPSTER (2008)

DOI: nan

We combine the strengths of Bayesian mod- eling and synchronous grammar in unsu- pervised learning of basic translation phrase pairs. The structured space of a synchronous grammar is a natural …...

36782

Learning Whom to Trust with MACE

Authors: nan

Publication: TIPSTER (2013)

DOI: nan

Non-expert annotation services like Amazon’s Mechanical Turk (AMT) are cheap and fast ways to evaluate systems and provide categor- ical annotations for training data. Unfortu- nately, some annotators choose bad …...

23386

Bayesian Hierarchical Words Representation Learning

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractThis paper presents the Bayesian Hierarchical Words Representation (BHWR) learning algorithm. BHWR facilitates Variational Bayes word representation learning combined with semantic taxonomy modeling via hierarchical priors. By propagating relevant information …...

37729