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REGULARIZATION, ADAPTATION, AND NON-INDEPENDENT FEATURES IMPROVE HIDDEN CONDITIONAL RANDOM FIELDS FOR PHONE CLASSIFICATION
Hidden Conditional Random Fields Speech Recognition Phone Classification Maximum a Posteriori
2015/6/12
We show a number of improvements in the use of Hidden Conditional Random Fields (HCRFs) for phone classification on the TIMIT and Switchboard corpora. We first show that the use of regularization effe...
Regularization and Search for Minimum Error Rate Training
Regularization Search Minimum Error Rate
2015/6/12
Minimum error rate training (MERT) is a widely used learning procedure for statistical machine translation models. We contrast three search strategies for MERT: Powell’s method, the variant of coordin...
Cross-lingual Projected Expectation Regularization for Weakly Supervised Learning
Cross-lingual Projected Expectation Regularization Weakly Supervised Learning
2015/6/12
We consider a multilingual weakly supervised learning scenario where knowledge from annotated corpora in a resource-rich language is transferred via bitext to guide the learning in other languages. Pa...
In-domain Relation Discovery with Meta-constraints via Posterior Regularization
Meta-constraints Posterior Regularization
2014/11/26
In-domain Relation Discovery with Meta-constraints
via Posterior Regularization。
Tag Dispatch Model with Social Network Regularization for Microblog User Tag Suggestion
Social Network Regularization Microblog User Tag Suggestion
2015/1/24
Tag Dispatch Model with Social Network Regularization for Microblog User Tag Suggestion.