Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms.
Ruoxi JiaDavid DaoBoxin WangFrances Ann HubisNezihe Merve GürelBo LiCe ZhangCostas J. SpanosDawn SongPublished in: CoRR (2019)
Keyphrases
- nearest neighbor
- data structure
- data sets
- data mining algorithms
- data mining techniques
- computationally efficient
- data points
- learning algorithm
- high dimensional data
- database
- computer systems
- computationally expensive
- high quality
- data analysis
- high dimensional
- computationally intensive
- machine learning
- raw data
- noisy data
- limited memory
- synthetic datasets
- data reduction
- highly efficient
- data objects
- data mining
- knowledge discovery
- training data
- computational complexity