118 search results - page 11 / 24 » Unlabeled data improves word prediction |
132
Voted
DIS
2006
Springer
15 years 5 months ago
2006
Springer
Abstract. We investigate a generative latent variable model for modelbased word saliency estimation for text modelling and classification. The estimation algorithm derived is able ...
108
click to vote
ICB
2009
Springer
15 years 8 months ago
2009
Springer
We developed measures relating feature vector distributions to speaker recognition (SR) performances for performance prediction and potential arbitrary data selection for SR. We ex...
113
click to vote
ACL
2006
15 years 3 months ago
2006
In this paper we present a novel approach for inducing word alignments from sentence aligned data. We use a Conditional Random Field (CRF), a discriminative model, which is estima...
115
Voted
ICML
2007
IEEE
16 years 2 months ago
2007
IEEE
Although semi-supervised learning has been an active area of research, its use in deployed applications is still relatively rare because the methods are often difficult to impleme...
122
click to vote
SIGIR
2008
ACM
15 years 1 months ago
2008
ACM
It is difficult to apply machine learning to new domains because often we lack labeled problem instances. In this paper, we provide a solution to this problem that leverages domai...