ACL RD-TEC 1.0 Summarization of W06-3606
Paper Title:
PRACTICAL MARKOV LOGIC CONTAINING FIRST-ORDER QUANTIFIERS WITH APPLICATION TO IDENTITY UNCERTAINTY
PRACTICAL MARKOV LOGIC CONTAINING FIRST-ORDER QUANTIFIERS WITH APPLICATION TO IDENTITY UNCERTAINTY
Authors: Aron Culotta and Andrew McCallum
Primarily assigned technology terms:
- agglomerative clustering
- algorithm
- approximate inference
- approximation
- belief propagation
- binary classifier
- citation matching
- classifier
- clustering
- co-reference resolution
- computing
- conditional random field
- convex optimization
- correlational clustering
- database
- databases
- disambiguation
- graph partitioning
- identification
- incremental inference
- inference algorithm
- inference technique
- instantiation
- language processing
- learning
- logic programming
- loopy belief propagation
- map estimation
- map inference
- matching
- mln parameter estimation
- modeling
- natural language processing
- object identification
- optimization
- optimization method
- parameter estimation
- partitioning
- perceptron
- probabilistic inference
- processing
- pruning
- reasoning
- record linkage
- relational learning
- sampling
- scoring
- scoring function
- search
- secondorder optimization
- string match
- supervised clustering
- text processing
- voted perceptron
Other assigned terms:
- approach
- case
- citation
- cluster
- clusters
- co-reference
- coherence
- conditional distribution
- conditional model
- discriminative model
- distribution
- edit distance
- estimation
- fact
- feature
- first order formulae
- first-order formulae
- first-order logic
- generative model
- generative models
- grounding
- identification task
- identity uncertainty
- implementation
- joint probability
- joint probability distribution
- likelihood
- local maximum
- log-linear models
- logic
- measure
- method
- names
- natural language
- network structure
- object identification problem
- opinions
- optimization problem
- posterior
- precision
- predicates
- predictive power
- probabilistic model
- probabilistic models
- probabilities
- probability
- probability distribution
- procedure
- process
- queries
- query
- search space
- similarity metric
- stem
- string edit distance
- technique
- testing data
- text
- tokens
- training
- training data
- training set
- words
