k-Nearest Neighbour (kNN)
k-Nearest Neighbour (kNN)
The nearest possible value by input (aka k)
from sklearn.neighbors import KNeighborsRegressorX = [[0], [1], [1.2], [2], [3]]y = [0, 0, 1, 1]neigh = KNeighborsRegressor(n_neighbors=2)neigh.fit(X, y)print(neigh.predict([[1.5]]))
Result
Learning Vector Quantization (LVQ)
Learning Vector Quantization (LVQ)
Self-Organizing Map (SOM)
Self-Organizing Map (SOM)
Locally Weighted Learning (LWL)
Locally Weighted Learning (LWL)