ACL RD-TEC 1.0 Summarization of W97-0306
Paper Title:
MISTAKE-DRIVEN LEARNING IN TEXT CATEGORIZATION
MISTAKE-DRIVEN LEARNING IN TEXT CATEGORIZATION
Authors: Ido Dagan and Yael Karov and Dan Roth
Primarily assigned technology terms:
- algorithm
- bayesian classifier
- categorization
- classification
- classifier
- classifiers
- comparative evaluation
- computing
- decision tree
- decision tree learning
- feature filtering
- feature selection
- information retrieval
- learner
- learning
- learning algorithm
- learning algorithms
- learning system
- learning techniques
- length normalization
- linear threshold
- machine learning
- machine learning techniques
- mistake-driven learning
- neural network
- neural network approach
- nlp
- normalization
- on-line learning
- on-line prediction
- parametric estimation
- perceptron
- pre-processing
- processing
- ranking
- rocchio algorithm
- search
- statistical nlp
- supervised learning
- text categorization
- text categorization system
- text classifier
- text processing
- training algorithm
- tree learning
- vector space model
Other assigned terms:
- approach
- case
- categorization task
- classification task
- coefficient
- concepts
- convergence
- correlation
- data set
- data sets
- dimensionality
- document
- document length
- document vector
- estimation
- evaluations
- experimental results
- feature
- feature set
- feature space
- feature weights
- hypothesis
- implementation
- interpolation
- learning model
- learning problem
- lemma
- likelihood
- mapping
- measure
- measures
- method
- methodology
- n-grams
- natural language
- noise
- nonlinear similarity measure
- normalization factor
- nouns
- parameter settings
- precision
- process
- reuters corpus
- similarity measure
- supervised learning problem
- term
- terms
- test collection
- test data
- test phase
- test set
- text
- text collection
- text documents
- theorem
- training
- training data
- training document
- training documents
- training examples
- training phase
- training set
- training text
- tree
- unigram
- vector space
- weight vector
- word
- words
