Addressing Bias in Visualization Recommenders by Identifying Trends in Training Data: Improving VizML Through a Statistical Analysis of the Plotly Community Feed.
Allen TuPriyanka MehtaAlexander WuNandhini KrishnanAmar MujumdarPublished in: CoRR (2022)
Keyphrases
- statistical analysis
- training data
- data sets
- test set
- decision trees
- data analysis
- recommender systems
- test data
- collaborative filtering
- classification accuracy
- visual representation
- learning algorithm
- training process
- training samples
- interactive visualization
- visualization tool
- data visualization
- community detection
- neural network
- user profiles
- labeled data
- supervised learning
- data mining
- knowledge sharing
- noisy data
- community structure
- classification models
- training examples
- class distribution
- virtual communities
- clinical data
- active learning
- visualization tools
- statistical analyses
- trend detection