ACL RD-TEC 1.0 Summarization of H05-1087
Paper Title:
MAXIMUM EXPECTED F-MEASURE TRAINING OF LOGISTIC REGRESSION MODELS
MAXIMUM EXPECTED F-MEASURE TRAINING OF LOGISTIC REGRESSION MODELS
Primarily assigned technology terms:
- algorithm
- approximation
- binary classification
- classification
- classifier
- classifiers
- computational linguistics
- conjugate gradient search
- discriminative parameter estimation
- discriminative training
- empirical risk minimization
- estimation procedure
- f-measure training
- feature engineering
- human language
- human language technology
- information extraction
- information extraction and retrieval
- information retrieval
- information retrieval tasks
- language modeling
- language processing
- language technology
- likelihood training
- linear threshold
- logistic regression
- loss function
- machine translation
- maximum entropy
- maximum likelihood
- maximum likelihood training
- modeling
- multi-class classification
- multidimensional optimization
- natural language processing
- news summarization
- nlp
- optimization
- optimization algorithm
- parameter estimation
- perceptron
- probabilistic classifier
- processing
- recognition
- regression
- risk minimization
- search
- speech recognition
- speech summarization
- summarization
- supervised training
- support vector machines
- terminology
- training procedure
Other assigned terms:
- approach
- association for computational linguistics
- broadcast news
- case
- classification task
- classification tasks
- community
- conditional probability
- conditional probability model
- decision rule
- distribution
- document
- entropy
- entropy models
- estimation
- extraction problem
- f-measure
- fact
- feature
- implementation
- knowledge
- likelihood
- linguistics
- local maximum
- log-likelihood
- log-linear models
- logistic regression model
- maximum entropy models
- measure
- method
- natural language
- nlp community
- oracle
- phrase
- phrase attachment
- precision
- prepositional phrase
- prepositional phrase attachment
- probabilistic information
- probabilistic models
- probability
- probability model
- procedure
- query
- regression model
- relation
- sentence
- sentences
- support vector
- technique
- technology
- term
- terms
- test data
- training
- training and test data
- training data
- training time
- vector space
- vector-valued utility function
