Don't Blame the Data, Blame the Model: Understanding Noise and Bias When Learning from Subjective Annotations.
Abhishek AnandNegar MokhberianPrathyusha Naresh KumarAnweasha SahaZihao HeAshwin RaoFred MorstatterKristina LermanPublished in: CoRR (2024)
Keyphrases
- prior knowledge
- learning models
- input data
- experimental data
- test data
- data sets
- noisy data
- missing data
- probability distribution
- accurate models
- database
- sensory data
- measured data
- learned models
- data collection
- data structure
- image data
- probabilistic model
- simulation data
- learning process
- network structure
- bayesian methods
- reinforcement learning
- neural network
- learning algorithm
- high level
- learning scheme
- hidden variables
- computational model
- knowledge discovery
- objective function
- statistical methods
- learning phase
- data analysis
- metadata
- random noise
- data mining techniques