Hidden variables
Experts

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Publications (19)

1Using Hidden Markov Random Fields to Combine Distributional and PatternBased Word Clustering2008  Nobuhiro Kaji,Masaru Kitsuregawaignored p(fn) by assuming that it is independent of hidden variables. See (McCallum and Nigam, 1998) for detail discussion...

2Bayesian SemiSupervised Chinese Word Segmentation for Statistical Machine Translationform for the probability of a sentence pair along with hidden variables, we can factor it into a monolingual Chinese sentence...

3Chinese Evaluative Information Analysis#! !'! (! !)! (! Figure 2: Example of CRFs with hidden variables model to extract the evaluation holder for each evaluative...

4A Latent Discriminative Model for Compositional Entailment Relation Recognition using Natural Logicrelations, and a sentencelevel semantic relation, and has hidden variables including alignment edits between sentences and their...

5Latent Mixture of Discriminative Experts for Multimodal Prediction Modelingthe training examples and will therefore form a set of hidden variables in the model. Following Morency et al. (2007), we define...

6Citation Author Topic Model in Expert Searchmodel, finding its posterior distribution over these hidden variables is still intractable due to their high dimensionality...

7Random Walks on ContextAware Relation Graphs for Ranking Social Tagsposterior distribution of the hidden variables given resource content and tags. The hidden variables in TCM are z, i.e., the context...

8Training Conditional Random Fields Using Incomplete Annotationsthe CRFs with hidden variables (Quattoni et al., 2004). There are previous work which handles hidden variables in discriminative...

9Sentence Ordering with EventEnriched Semantics and TwoLayered Clustering for MultiDocument News Summarizationmixture model for the q event vectors V1, V2, …, Vq, with hidden variables Hi, initial means Mi, priors ʌi, and covariance matrix...

10Recognizing Personal Characteristics of Readers using EyeMovements and Text Featuresreading act, and our general objective is to unveil the hidden variables intervening and influencing the interaction, such as...