ACL RD-TEC 1.0 Summarization of H05-1068
Paper Title:
OPTIMIZING TO ARBITRARY NLP METRICS USING ENSEMBLE SELECTION
OPTIMIZING TO ARBITRARY NLP METRICS USING ENSEMBLE SELECTION
Authors: Art Munson and Claire Cardie and Rich Caruana
Primarily assigned technology terms:
- algorithm
- bagging
- binary classifier
- boosting
- classification
- classifier
- classifiers
- clustering
- computational linguistics
- computing
- coreference resolution
- coreference resolution system
- decision tree
- decision trees
- disambiguation
- ensemble selection
- extractor
- feature weighting
- human language
- human language technology
- identification
- instance selection
- instantiation
- k-nearest neighbor
- k-nn
- kernel
- knn
- language learning
- language processing
- language technology
- learner
- learning
- learning algorithm
- learning algorithms
- learning methods
- learning task
- logistic regression
- machine learning
- machine learning algorithm
- machine learning methods
- model selection
- natural language learning
- natural language processing
- nlp
- one learning
- parameter tuning
- partitioning
- phrase coreference resolution
- processing
- psf extractor
- re-training
- regression
- reporting
- rulelearning
- search
- search algorithm
- selection algorithm
- sense disambiguation
- sentiment analysis
- support vector machines
- terminology
- tuning
- weighting
- weka
- word sense disambiguation
Other assigned terms:
- annotation
- annotation process
- association for computational linguistics
- bagged tree model
- bias
- break
- case
- classification task
- cluster
- clusters
- coreference chains
- coreference information
- cross entropy
- data set
- data sets
- discourse
- document
- entropy
- f-measure
- fact
- feature
- feature set
- heuristic
- identification task
- implementation
- information gain
- linguistics
- measure
- measures
- natural language
- nlp tasks
- noun phrase
- noun phrase coreference
- noun phrases
- opinions
- parameter settings
- phrase
- phrase coreference
- precision
- priori
- process
- research and development
- sentence
- sentences
- sentiment
- similarity metric
- subjectivity
- support vector
- task performance
- technique
- technology
- term
- terms
- test data
- test set
- toolkit
- training
- training data
- training set
- tree
- tree model
- trees
- word
- word sense
