Name | Description | Type | Package | Framework |
CachedDotTransitionIterator | TransitionIterator that caches dot products. | Class | cc.mallet.fst.semi_supervised.pr | Mallet |
ConstraintsOptimizableByPR | Optimizable for E-step/I-projection in Posterior Regularization (PR). | Class | cc.mallet.fst.semi_supervised.pr | Mallet |
CRFOptimizableByEntropyRegularization | A CRF objective function that is the entropy of the CRF's predictions on unlabeled data. | Class | cc.mallet.fst.semi_supervised | Mallet |
CRFOptimizableByGE | Optimizable for CRF using Generalized Expectation constraints that consider either a single label or a pair of labels of a linear chain CRF. | Class | cc.mallet.fst.semi_supervised | Mallet |
CRFOptimizableByKL | M-step/M-projection for PR. | Class | cc.mallet.fst.semi_supervised.pr | Mallet |
CRFTrainerByEntropyRegularization | A CRF trainer that maximizes the log-likelihood plus a weighted entropy regularization term on unlabeled | Class | cc.mallet.fst.semi_supervised | Mallet |
CRFTrainerByGE | Trains a CRF using Generalized Expectation constraints that consider either a single label or a pair of labels of a linear chain CRF. | Class | cc.mallet.fst.semi_supervised | Mallet |
CRFTrainerByLikelihoodAndGE | Nested Class SummaryNested classes/interfaces inherited from class cc. | Class | cc.mallet.fst.semi_supervised | Mallet |
CRFTrainerByPR | Posterior regularization trainer. | Class | cc.mallet.fst.semi_supervised.pr | Mallet |
EntropyLattice | Runs subsequence constrained forward-backward to compute the entropy of label Gideon Mann, Andrew McCallum | Class | cc.mallet.fst.semi_supervised | Mallet |
FSTConstraintUtil | Expectation constraint utilities for fst package. | Class | cc.mallet.fst.semi_supervised | Mallet |
GEConstraint | Interface for GE constraint that considers either one or two states. | Interface | cc.mallet.fst.semi_supervised.constraints | Mallet |
GELattice | Runs the dynamic programming algorithm of [Mann and McCallum 08] for computing the gradient of a Generalized Expectation constraint that | Class | cc.mallet.fst.semi_supervised | Mallet |
OneLabelGEConstraints | A set of constraints on distributions over single labels conditioned on the presence of input features. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |
OneLabelKLGEConstraints | A set of constraints on distributions over consecutive labels conditioned an input features. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |
OneLabelL2GEConstraints | A set of constraints on distributions over consecutive labels conditioned an input features. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |
OneLabelL2IndPRConstraints | A set of constraints on individual input feature label pairs. | Class | cc.mallet.fst.semi_supervised.pr.constraints | Mallet |
OneLabelL2PRConstraints | A set of constraints on distributions over single labels conditioned on the presence of input features. | Class | cc.mallet.fst.semi_supervised.pr.constraints | Mallet |
OneLabelL2RangeGEConstraints | A set of constraints on individual input feature label pairs. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |
PRAuxiliaryModel | Auxiliar model (q) for E-step/I-projection in Posterior Regularization (PR). | Class | cc.mallet.fst.semi_supervised.pr | Mallet |
PRConstraint | Interface for PR constraint that considers either one or two states. | Interface | cc.mallet.fst.semi_supervised.pr.constraints | Mallet |
SelfTransitionGEConstraint | GE Constraint on the probability of self-transitions in the FST. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |
SimpleTaggerWithConstraints | Version of SimpleTagger that trains CRFs with expectation constraints rather than labeled data. | Class | cc.mallet.fst.semi_supervised.tui | Mallet |
StateLabelMap | Maps states in the lattice to labels. | Class | cc.mallet.fst.semi_supervised | Mallet |
SumLatticeDefaultCachedDot | Class | cc.mallet.fst.semi_supervised.pr | Mallet | |
SumLatticeKL | Lattice for M-step/M-projection in PR. | Class | cc.mallet.fst.semi_supervised.pr | Mallet |
SumLatticePR | Lattice for E-step/I-projection in PR. | Class | cc.mallet.fst.semi_supervised.pr | Mallet |
TwoLabelGEConstraints | A set of constraints on distributions over pairs of consecutive labels conditioned on the presence of input features. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |
TwoLabelKLGEConstraints | A set of constraints on distributions over consecutive labels conditioned an input features. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |
TwoLabelL2GEConstraints | A set of constraints on distributions over consecutive labels conditioned an input features. | Class | cc.mallet.fst.semi_supervised.constraints | Mallet |