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kd-trees's Introduction

Kd-Trees

A Java implementation of the K-d Tree data structure.

Introduction

Given an arbitrary set of points in k-dimensions, implement a data structure in which the runtime of range search and nearest-neighbor search is, on average, better than linear in the number of points.

In this implementation, k = 2.

Visualizations

Kd-Tree Partitions

Kd-Tree Partitions

Range Search

Range Search

Nearest Neighbor

Nearest Neighbor

More Information

An excellent discussion of the Kd-Tree data structure can be found at Princeton's Algorithms and Data Structures, Part I website.

Motivation

This project was completed for Algorithms, Part I.

If you're in that course or related course right now, obey all honor code requirements before viewing this code.
I recommend that this code should only be viewed after you've completed your own implementation.
If you're super stuck, take a break, take a walk, and it will come to you; good luck.

kd-trees's People

Contributors

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Watchers

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