Towards Intelligent Crowdsourcing for Audio Data Annotation: Integrating Active Learning in the Real World.
Simone HantkeZixing ZhangBjörn W. SchullerPublished in: INTERSPEECH (2017)
Keyphrases
- active learning
- real world
- crowd sourced
- learning algorithm
- data mining
- annotation effort
- random sampling
- selective sampling
- intelligent systems
- pool based active learning
- synthetic data
- decision support
- real life
- relevance feedback
- wide range
- training examples
- labeled data
- supervised learning
- data sets
- semi supervised
- case study
- mechanical turk
- unlabeled data
- learning process
- cost sensitive
- experimental design
- automatic image annotation
- sample selection
- rare class
- feature selection
- machine learning
- databases