Numerical Data Imputation: Choose kNN over Deep Learning.
Florian LalandeKenji DoyaPublished in: SISAP (2022)
Keyphrases
- numerical data
- deep learning
- knn
- k nearest neighbor
- categorical data
- unsupervised learning
- nearest neighbor
- unsupervised feature learning
- machine learning
- k nearest neighbour
- missing values
- distance function
- missing data
- data sets
- text classification
- support vector machine
- feature selection
- weakly supervised
- imputation methods
- mental models
- knn algorithm
- decision trees
- knn classifier
- clustering method
- dimensionality reduction
- nearest neighbour
- knn classification
- data mining