KNN Model Based Incremental Learning Algorithm
Guo Gong · 2010
KNN Model is an improved version of the k-nearest neighbor method.However,KNN Model is a non-incremental learning method,which restricts it from some real applications.A KNN Model based incremental learning method is proposed by introducing level concept for created clusters.It constructs few clusters for new coming data with different levels assignment to adjust and optimize previous generated KNN Model.Experimental results show the effectiveness of the proposed method.