Is Independence all you need? On the Generalization of Representations Learned from Correlated Data.
Frederik TräubleElliot CreagerNiki KilbertusAnirudh GoyalFrancesco LocatelloBernhard SchölkopfStefan BauerPublished in: CoRR (2020)
Keyphrases
- raw data
- data sets
- data collection
- image data
- complex data
- databases
- high dimensional data
- data sources
- knowledge discovery
- real time
- missing values
- application domains
- synthetic data
- computer systems
- machine learning
- data structure
- prior knowledge
- sensor data
- database
- data quality
- noisy data
- temporal information
- information retrieval
- information systems
- spatial data
- missing data
- training data
- training set
- relational databases
- data processing
- data mining techniques