ACL RD-TEC 1.0 Summarization of P01-1069
Paper Title:
TEXT CHUNKING USING REGULARIZED WINNOW
TEXT CHUNKING USING REGULARIZED WINNOW
Authors: Tong Zhang and Fred Damerau and David Johnson
Primarily assigned technology terms:
- algorithm
- binary classification
- binary classifier
- chunker
- chunking
- classification
- classifier
- classifiers
- dynamic programming
- encoding
- hidden markov
- hidden markov models
- information extraction
- kernel
- language processing
- language processing systems
- learning
- learning methods
- learning system
- learning techniques
- linear discriminant
- loss function
- machine learning
- machine learning methods
- machine learning techniques
- maximum entropy
- multiclass classification
- natural language processing
- natural language processing systems
- nlp
- numerical optimization
- optimization
- parser
- parsing
- pos tagger
- positive weight winnow
- processing
- regularization
- single classifier
- software program
- statistical chunking
- statistical natural language processing
- statistical techniques
- support vector machine
- support vector machines
- tagger
- text chunking
- tokenization
- truncation
- tuning
- winnow method
Other assigned terms:
- approach
- binary classification problem
- binary features
- case
- chunk
- chunk tag
- chunk type
- chunks
- classification accuracy
- classification problem
- convergence
- dependency grammar
- dependency structure
- derivation
- disjunction
- entropy
- experimental results
- feature
- feature list
- feature space
- feature value
- feature vector
- grammar
- implementation
- language processing tasks
- large feature space
- learning rate
- learning rate parameter
- linguistic
- linguistic features
- maps
- markov models
- measure
- memory consumption
- method
- natural language
- natural language processing tasks
- nlp applications
- nlp tasks
- noun phrase
- numerical stability
- optimization problem
- parse
- parser output
- part-of-speech
- penn treebank
- phrase
- phrase structure
- phrase structure grammar
- pos tag
- precision
- prepositional phrase
- process
- processing tasks
- punctuation
- regularization parameter
- second order feature
- sentence
- sentences
- slot
- snow architecture
- statistical natural language
- support vector
- system description
- system design
- tags
- test set
- text
- theory
- time complexity
- tokens
- training
- training data
- training set
- training time
- transformation
- treebank
- verb
- verb phrase
- weight vector
- word
- words
- wsj corpus
- wsj treebank
