Corrupting Data to Remove Deceptive Perturbation: Using Preprocessing Method to Improve System Robustness.
Hieu LeHans WalkerDung N. TranPeter ChinPublished in: CSCI (2021)
Keyphrases
- preprocessing
- synthetic data
- data sets
- data collection
- noisy data
- prior knowledge
- data analysis
- significant improvement
- detection method
- high quality
- statistical methods
- data sources
- input data
- detection algorithm
- data processing
- high accuracy
- classification accuracy
- dynamic programming
- pairwise
- objective function
- probability distribution
- preprocessing steps
- data quality
- neural network
- test data
- clustering method
- data structure
- statistical analysis
- xml documents
- computational cost
- training data
- em algorithm
- computational efficiency
- missing values
- data mining
- raw data
- database
- information loss
- user input
- correlation analysis