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Math

Quadtree: space that indexes itself

Inspect adaptive quadtree partitions, nearest-neighbour pruning and collision candidates in static or moving point clouds.

Quadtree: space that indexes itself — Actual application image
Actual application image

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Click inside the square to query the nearest point. Green cells were visited; bounding-box distances prune the others. Red links join overlapping equal-radius discs found by the tree. Moving points rebuild the index at 20 Hz.

Equations used in the module
Equations
Subdivide a crowded square into four children
Nearest search prunes a node when distance(query, box)² > best distance²
Disc pairs satisfy |xi−xj| ≤ 2r
Depth is capped at 8 to handle coincident points

Related experiments

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Least squares and overfitting — Actual application image

Math

Least squares and overfitting

Fit noisy data with polynomials, move an outlier, compare training and reference errors and control overfitting with ridge regularization.