A parameter-free hybrid instance selection algorithm based on local sets with natural neighbors
Sign Up to like & getrecommendations! Published in 2020 at "Applied Intelligence"
DOI: 10.1007/s10489-019-01598-y
Abstract: Instance selection aims to search for the best patterns in the training set and main instance selection methods include condensation methods, edition methods and hybrid methods. Hybrid methods combine advantages of both edition methods and… read more here.
Keywords: natural neighbors; instance selection; parameter free; free hybrid ... See more keywords
ELS: A Fast Parameter-Free Edition Algorithm With Natural Neighbors-Based Local Sets for k Nearest Neighbor
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3005815
Abstract: The instance reduction is one of the data preprocessing methods and aims to remove noises and (or) redundant instances from the training set. In the instance reduction, one of the most representative techniques is the… read more here.
Keywords: parameter free; natural neighbors; local sets; edition ... See more keywords