ACL RD-TEC 1.0 Summarization of H05-1073
Paper Title:
EMOTIONS FROM TEXT: MACHINE LEARNING FOR TEXT-BASED EMOTION PREDICTION
EMOTIONS FROM TEXT: MACHINE LEARNING FOR TEXT-BASED EMOTION PREDICTION
Authors: Cecilia Ovesdotter Alm and Dan Roth and Richard Sproat
Primarily assigned technology terms:
- automatic method
- categorization
- classification
- classifier
- classifiers
- computational linguistics
- computing
- cross validation
- cross-validation
- cross-validation evaluation
- data annotation
- database
- emotion prediction
- emotion recognition
- feature extraction
- flat classification
- human language
- human language technology
- joint training
- language processing
- language technology
- learning
- learning approach
- machine learning
- mapping function
- measuring
- modeling
- multi-class classification
- natural language processing
- nlp
- parameter tuning
- perceptron
- processing
- question classification
- random selection
- reading
- recognition
- regularization
- reporting
- semantic role labeling
- sequential target activation
- splitting
- statistical nlp
- supervised machine learning
- synthesis
- text-based emotion prediction
- text-to-speech
- text-to-speech synthesis
- tuning
- validation
Other assigned terms:
- 10-fold cross validation
- 10-fold cross-validation
- annotation
- annotation process
- annotation task
- annotator
- annotators
- approach
- association for computational linguistics
- authorship
- bias
- case
- classification accuracy
- classification problem
- classification tasks
- cognitive
- composition
- computational implementation
- content words
- contour
- data complexity
- data set
- development set
- dialogues
- distribution
- emotion
- emotional prosody
- evaluation data
- events
- experimental results
- f-score
- fact
- feature
- feature set
- feature sets
- feature space
- feature vector
- genre
- hyponyms
- implementation
- interannotator agreement
- interpolation
- japanese sentences
- knowledge
- labeling
- learning model
- lexical items
- lexicon
- linguistic
- linguistic unit
- linguistics
- mapping
- mark-up
- meaning
- meanings
- mechanisms
- method
- mood
- multi-class classification problem
- narrative text
- natural language
- natural speech
- negation
- nlp applications
- noise
- nouns
- opinion
- parameter settings
- passage
- pitch
- polarity
- positive and negative examples
- precision
- prediction task
- procedure
- process
- prosody
- punctuation
- regularization parameter
- role labeling
- semantic
- semantic role
- sentence
- sentence level
- sentences
- sequential model
- signal
- speech signal
- stems
- synonyms
- synset
- syntactic features
- technology
- terms
- test data
- test set
- text
- text passage
- text-based emotion
- training
- training data
- understanding
- verb
- word
- word lists
- wordnet
- words
