ACL RD-TEC 1.0 Summarization of P06-2085
Paper Title:
USING MACHINE LEARNING TO EXPLORE HUMAN MULTIMODAL CLARIFICATION STRATEGIES
USING MACHINE LEARNING TO EXPLORE HUMAN MULTIMODAL CLARIFICATION STRATEGIES
Authors: Verena Rieser and Oliver Lemon
Primarily assigned technology terms:
- algorithm
- approximation
- bayes classifier
- bayesian network
- bayesian network classifiers
- binary split
- bonferroni correction
- classification
- classifier
- classifiers
- collapsing
- computational linguistics
- cross validation
- cross-validation
- data analysis
- database
- decision tree
- decision tree algorithm
- decision trees
- dialogue management
- dialogue system
- dialogue systems
- dimensionality reduction
- discretisation
- entropy-based algorithm
- error reduction
- feature discretisation
- feature engineering
- feature filtering
- feature selection
- features selection
- forward selection
- incremental pruning
- induction
- induction algorithm
- information-seeking
- intelligent interface
- learning
- learning algorithms
- learning techniques
- machine learning
- maxent
- maximum entropy
- modelling
- multimodal generation
- multimodal interface
- optimisation
- pruning
- ranking
- recogniser
- regression
- reinforcement learning
- rule induction
- search
- simulator
- supervised discretisation
- supervised learning
- training process
- transcription
- tree algorithm
- unsupervised method
- validation
- weka
Other assigned terms:
- 10-fold cross validation
- 10-fold cross-validation
- approach
- association for computational linguistics
- case
- cognitive
- concepts
- conditional probability
- context features
- contextual features
- conversational interaction
- data set
- data sets
- data sparsity
- database query
- dialogue context
- dialogue history
- dialogue strategies
- dialogues
- dimensionality
- distribution
- entropy
- events
- experimental results
- f-score
- feature
- feature set
- feature space
- generation
- generative model
- hypotheses
- hypothesis
- implementation
- information state
- interpretation
- linguistics
- local context
- majority class baseline
- mapping
- mappings
- measures
- method
- multimodal output
- normal distribution
- prediction accuracy
- prediction model
- probabilistic model
- probability
- probability distributions
- procedure
- process
- query
- questionnaire
- regression model
- rule set
- runtime
- search results
- sparse data
- speech act
- technique
- terms
- toolkit
- training
- transcriptions
- tree
- trees
- understanding
- user
- user model
- user satisfaction
- utterance
- words
- wrapper
