Towards fair and pro-social employment of digital pieceworkers for sourcing machine learning training data.
Annabel RothschildJustin BookerChrista DavollJessica HillVenise IveyCarl DiSalvoBen Rydal ShapiroBetsy DiSalvoPublished in: CHI Extended Abstracts (2022)
Keyphrases
- machine learning
- training data
- learning algorithm
- decision trees
- supervised learning
- social interaction
- training set
- social networks
- machine learning methods
- information technology
- data sets
- machine learning algorithms
- computer vision
- semi supervised learning
- training examples
- support vector machine
- active learning
- feature selection
- social relationships
- text classification
- social media
- social networking
- text mining
- pattern recognition
- labeled data
- social context
- learning tasks
- natural language processing
- test data
- inductive learning
- human learning
- knowledge acquisition
- information extraction
- data analysis
- neural network
- unlabeled data
- class labels
- computational intelligence
- knowledge representation
- knowledge sharing
- classification accuracy
- domain knowledge
- prior knowledge
- learning community
- social networking sites
- artificial intelligence
- digital curves