ACL RD-TEC 1.0 Summarization of W03-1308
Paper Title:
BIO-MEDICAL ENTITY EXTRACTION USING SUPPORT VECTOR MACHINES
BIO-MEDICAL ENTITY EXTRACTION USING SUPPORT VECTOR MACHINES
Authors: Koichi Takeuchi and Nigel Collier
Primarily assigned technology terms:
- algorithm
- brill tagger
- classification
- classifiers
- cross validation
- cross-validation
- database
- databases
- dynamic programming
- entity extraction
- feature combination
- identification
- kernel
- kernels
- knowledge discovery
- learning
- learning approach
- machine learning
- machine learning approach
- majority voting
- mapping function
- modelling
- optimization
- optimization algorithm
- parser
- parsing
- pos tagger
- pos tagging
- searching
- semantic annotation
- shallow parser
- shallow parsing
- statistical learning
- statistical learning theory
- supervised machine learning
- support vector machines
- tagger
- tagging
- terminology
- transcription
- validation
- voting
Other assigned terms:
- 10-fold cross validation
- ambiguity
- annotation
- approach
- axioms
- bias
- biology
- case
- chunks
- classification scheme
- classification task
- classification tasks
- context window
- context window size
- data set
- data sets
- data sparseness
- dictionaries
- entity class
- f-score
- fact
- feature
- feature sets
- feature space
- feature value
- feature vectors
- head noun
- implementation
- kappa
- kernel function
- knowledge
- learning model
- lexical knowledge
- mapping
- maps
- markup
- medline
- mesh
- method
- named entities
- named entity
- named entity task
- named-entity
- named-entity task
- names
- ontology
- orthographic information
- part of speech
- part of speech tags
- phrase
- precision
- relation
- semantic
- semantic ambiguity
- semantic category
- semantic classes
- semantic relation
- semantic structures
- sentence
- sentences
- set size
- support vector
- svm model
- svms
- synonymy
- tags
- technical terminology
- technical terms
- term
- terms
- test data
- text
- text collection
- theory
- thesaurus
- tokens
- training
- training data
- training data set
- training example
- training examples
- training set
- training set size
- umls
- vocabulary
- window size
- word
- word features
- word level
- words
