Assessing the Impact of Distance Functions on K-Nearest Neighbours Imputation of Biomedical Datasets.
Miriam Seoane SantosPedro H. AbreuSzymon WilkJoão A. M. SantosPublished in: AIME (2020)
Keyphrases
- distance function
- knn
- k nearest neighbour
- imputation methods
- k nearest neighbor
- nearest neighbor
- data imputation
- similarity search
- euclidean distance
- knn classification
- missing values
- distance metric
- missing data
- similarity function
- support vector machine svm
- text classification
- text categorization
- feature selection
- information extraction
- neural network
- radial basis function
- edit distance
- nearest neighbour
- data sets
- distance measure
- dimensionality reduction
- information gain
- test instances
- multi class
- quadratic form