ACL RD-TEC 1.0 Summarization of W05-0601
Paper Title:
EFFECTIVE USE OF WORDNET SEMANTICS VIA KERNEL-BASED LEARNING
EFFECTIVE USE OF WORDNET SEMANTICS VIA KERNEL-BASED LEARNING
Authors: Roberto Basili and Marco Cammisa and Alessandro Moschitti
Primarily assigned technology terms:
- algorithm
- approximation
- automatic disambiguation
- bag-of-words kernel
- categorization
- classification
- classifier
- classifiers
- clustering
- computational linguistics
- computational natural language learning
- convolution kernels
- cross validation
- cross-validation
- decomposition
- disambiguation
- document classification
- document representation
- document retrieval
- feature selection
- fisher kernel
- indexing
- induction
- information retrieval
- kernel
- kernel-based learning
- kernels
- language learning
- language modeling
- latent semantic indexing
- learning
- learning algorithm
- learning algorithms
- lexical acquisition
- lexical matching
- linear kernel
- linking
- logical reasoning
- matching
- modeling
- natural language learning
- nlp
- parameterization
- query expansion
- radial basis function
- reasoning
- retrieval system
- risk minimization
- selection technique
- semantic disambiguation
- semantic indexing
- semantic tagging
- sense disambiguation
- similarity estimation
- statistical clustering
- string matching
- supervised text classification
- support vector machine
- support vector machines
- svm learning
- svm-light
- tagger
- tagging
- target learning
- term clustering
- term generalization
- text categorization
- text classification
- text indexing
- text indexing and query
- topic detection
- validation
- vector learning
- vector space model
- weighting
- word sense disambiguation
- wsd algorithm
Other assigned terms:
- ambiguity
- approach
- argumentation
- association for computational linguistics
- bias
- case
- classification accuracy
- classification performance
- classification task
- cluster
- clusters
- co-occurrence
- co-occurrence information
- co-occurrences
- compounds
- computational complexity
- concept
- concepts
- corpora
- data sparseness
- density function
- document
- document set
- document similarity
- estimation
- evaluations
- external knowledge
- feature
- hyponyms
- hypothesis
- interpretation
- kernel function
- knowledge
- latent class
- latent semantic
- lexical ambiguity
- lexical knowledge
- lexicon
- linguistics
- mapping
- mappings
- measure
- measures
- method
- mutual information
- natural language
- noise
- noun hierarchy
- nouns
- ontology
- part of speech
- pos information
- precision
- priori
- process
- query
- relation
- representations
- risk minimization principle
- semantic
- semantic ambiguity
- semantic distance
- semantic information
- semantic knowledge
- semantic relations
- semantic similarity
- semantic similarity measure
- semantic vector
- similarity function
- similarity measure
- similarity metric
- similarity metrics
- similarity model
- similarity score
- statistics
- support vector
- svms
- synonym
- synonyms
- synset
- synsets
- technique
- term
- term similarity
- term-document matrix
- terms
- text
- text classification task
- theory
- tokens
- topical relatedness
- topological structure
- training
- training data
- training documents
- training material
- tree
- vector space
- verb
- vocabulary
- word
- word sense
- word senses
- word similarity
- wordnet
- wordnet hierarchy
- words
