Leveraging Crowdsourcing Data for Deep Active Learning An Application: Learning Intents in Alexa.
Jie YangThomas DrakeAndreas C. DamianouYoelle MaarekPublished in: WWW (2018)
Keyphrases
- active learning
- data sets
- data processing
- prior knowledge
- data analysis
- data points
- synthetic data
- missing data
- training data
- human experts
- learning algorithm
- data mining
- database
- image data
- supervised learning
- training examples
- computer systems
- data collection
- data mining techniques
- end users
- machine learning
- learning process
- data structure
- high quality
- learning tasks
- high dimensional data
- selective sampling
- unlabeled data
- labeled data
- unsupervised learning
- xml documents
- mobile devices
- reinforcement learning