public class MaxPseudoLikelihood extends VotedPerceptron
ConstraintBlockerTermGenerator
for details on those restrictions.Modifier and Type | Field and Description |
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static boolean |
BOOLEAN_DEFAULT
Default value for BOOLEAN_KEY
|
static String |
BOOLEAN_KEY
Boolean property.
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static String |
CONFIG_PREFIX
Prefix of property keys used by this class.
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static double |
MIN_WIDTH_DEFAULT |
static String |
MIN_WIDTH_KEY
Key for positive double property.
|
static int |
NUM_SAMPLES_DEFAULT |
static String |
NUM_SAMPLES_KEY
Key for positive integer property.
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AVERAGE_STEPS_DEFAULT, AVERAGE_STEPS_KEY, averageSteps, baseStepSize, CLIP_NEGATIVE_WEIGHTS_DEFAULT, CLIP_NEGATIVE_WEIGHTS_KEY, clipNegativeWeights, CUT_OBJECTIVE_DEFAULT, CUT_OBJECTIVE_KEY, cutObjective, inertia, INERTIA_DEFAULT, INERTIA_KEY, L1_REGULARIZATION_DEFAULT, L1_REGULARIZATION_KEY, l1Regularization, L2_REGULARIZATION_DEFAULT, L2_REGULARIZATION_KEY, l2Regularization, maxNumSteps, NUM_STEPS_DEFAULT, NUM_STEPS_KEY, numSteps, SCALE_GRADIENT_DEFAULT, SCALE_GRADIENT_KEY, SCALE_STEP_SIZE_DEFAULT, SCALE_STEP_SIZE_KEY, scaleGradient, scaleStepSize, STEP_SIZE_DEFAULT, STEP_SIZE_KEY, ZERO_INITIAL_WEIGHTS_DEFAULT, ZERO_INITIAL_WEIGHTS_KEY, zeroInitialWeights
allRules, atomManager, evaluator, EVALUATOR_DEFAULT, EVALUATOR_KEY, expectedIncompatibility, GROUND_RULE_STORE_DEFAULT, GROUND_RULE_STORE_KEY, groundRuleStore, inLatentMPEState, inMPEState, latentGroundRuleStore, latentTermStore, MAX_RANDOM_WEIGHT, MIN_ADMM_STEPS, mutableRules, observedDB, observedIncompatibility, RANDOM_WEIGHTS_DEFAULT, RANDOM_WEIGHTS_KEY, reasoner, REASONER_DEFAULT, REASONER_KEY, rvDB, supportsLatentVariables, TERM_GENERATOR_DEFAULT, TERM_GENERATOR_KEY, TERM_STORE_DEFAULT, TERM_STORE_KEY, termGenerator, termStore, trainingMap
Constructor and Description |
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MaxPseudoLikelihood(List<Rule> rules,
Database rvDB,
Database observedDB) |
MaxPseudoLikelihood(Model model,
Database rvDB,
Database observedDB) |
Modifier and Type | Method and Description |
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protected void |
computeExpectedIncompatibility()
Computes the expected incompatibility using the pseudolikelihood.
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void |
setBudget(double budget)
Set a budget (give as a proportion of the max budget).
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computeRegularizer, computeScalingFactor, doLearn, getLoss
close, computeLatentMPEState, computeLoss, computeMPEState, computeObservedIncompatibility, createAtomManager, getWLA, initGroundModel, initGroundModel, initGroundModel, initLatentGroundModel, learn, postInitGroundModel, setDefaultRandomVariables, setLabeledRandomVariables
public static final String CONFIG_PREFIX
public static final String BOOLEAN_KEY
public static final boolean BOOLEAN_DEFAULT
public static final String NUM_SAMPLES_KEY
public static final int NUM_SAMPLES_DEFAULT
public static final String MIN_WIDTH_KEY
public static final double MIN_WIDTH_DEFAULT
protected void computeExpectedIncompatibility()
computeExpectedIncompatibility
in class WeightLearningApplication
public void setBudget(double budget)
WeightLearningApplication
setBudget
in class VotedPerceptron
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