Nearest Neighbors Classification
  • References/Python/scikit-learn/Examples/Nearest Neighbors

Sample usage of Nearest Neighbors classification. It will plot the decision boundaries for each class.

2025-01-10 15:47:30
Scalability of Approximate Nearest Neighbors
  • References/Python/scikit-learn/Examples/Nearest Neighbors

This example studies the scalability profile of approximate 10-neighbors queries using the LSHForest with n_estimators=20 and

2025-01-10 15:47:30
Kernel Density Estimate of Species Distributions
  • References/Python/scikit-learn/Examples/Nearest Neighbors

This shows an example of a neighbors-based query (in particular a kernel density estimate) on geospatial data, using a Ball Tree built upon

2025-01-10 15:47:30
Hyper-parameters of Approximate Nearest Neighbors
  • References/Python/scikit-learn/Examples/Nearest Neighbors

This example demonstrates the behaviour of the accuracy of the nearest neighbor queries of Locality Sensitive Hashing Forest as the number

2025-01-10 15:47:30
Kernel Density Estimation
  • References/Python/scikit-learn/Examples/Nearest Neighbors

This example shows how kernel density estimation (KDE), a powerful non-parametric density estimation technique, can be used to learn a generative model for a dataset

2025-01-10 15:47:30
Simple 1D Kernel Density Estimation
  • References/Python/scikit-learn/Examples/Nearest Neighbors

This example uses the

2025-01-10 15:47:30
Nearest Neighbors regression
  • References/Python/scikit-learn/Examples/Nearest Neighbors

Demonstrate the resolution of a regression problem using a k-Nearest Neighbor and the interpolation of the target using both barycenter and constant weights.

2025-01-10 15:47:30
Nearest Centroid Classification
  • References/Python/scikit-learn/Examples/Nearest Neighbors

Sample usage of Nearest Centroid classification. It will plot the decision boundaries for each class.

2025-01-10 15:47:30