Learning from Data with Heterogeneous Noise using SGD.
Shuang SongKamalika ChaudhuriAnand D. SarwatePublished in: CoRR (2014)
Keyphrases
- data sets
- data points
- noisy data
- prior knowledge
- knowledge discovery
- missing data
- synthetic data
- database
- data mining techniques
- learning models
- learning tasks
- input data
- probability distribution
- learning process
- data analysis
- learning algorithm
- data processing
- decision trees
- background knowledge
- training data
- data collection
- knowledge acquisition
- data quality
- distributed data
- image data
- learning systems
- machine learning
- original data
- raw data
- learning problems
- learned models
- spatial data
- end users
- high quality
- online learning
- reinforcement learning
- data streams
- supervised learning
- xml documents