ACL RD-TEC 1.0 Summarization of W03-1018
Paper Title:
EVALUATION AND EXTENSION OF MAXIMUM ENTROPY MODELS WITH INEQUALITY CONSTRAINTS
EVALUATION AND EXTENSION OF MAXIMUM ENTROPY MODELS WITH INEQUALITY CONSTRAINTS
Authors: Jun'ichi Kazama and Jun'ichi Tsujii
Primarily assigned technology terms:
- algorithm
- approximation
- categorization
- classifiers
- conditional maximum entropy
- constrained optimization
- database
- entropy estimation
- exhaustive search
- feature selection
- gradient-based method
- language modeling
- map estimation
- maximum entropy
- maximum entropy model
- modeling
- nlp
- optimization
- search
- terminology
- text categorization
- vector representation
Other assigned terms:
- bayesian framework
- case
- categorization task
- concept
- conditional model
- convergence
- cross entropy
- development set
- distribution
- document
- document vector
- empirical results
- entropy
- entropy models
- estimation
- evaluation set
- evaluations
- experimental results
- f-score
- fact
- feature
- gaussian distribution
- gaussian prior
- log-likelihood
- maximum entropy models
- mesh
- method
- nlp applications
- nlp tasks
- ohsumed dataset
- optimization problem
- posterior
- posterior distribution
- posterior probability
- probability
- relation
- svms
- term
- terms
- test set
- text
- toolkit
- training
- training data
- training examples
- training set
- uniform distribution
- word
- words
