Priya Ponnuswamy, P and Shabariram, C P and Umayal, V R and Susmeta, A (2023) Closest Celestial Body Search Using KD Trees. In: 2023 International Conference on Computer Communication and Informatics (ICCCI), Coimbatore, India.
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Abstract
A Binary Search Tree is expanded into a KD Tree to handle the multi-dimensional key searches. A discriminator makes the KD tree different from the BST. This discriminator will take branching decisions at every level based on the key search. It can handle multi-dimensional coordinate object searching. K-d trees enable O(klogn) lookup times for the k nearest points to some point x. This is extremely useful, especially in cases where an O(n) lookup time is intractable already. In this work, a kd tree has been created based on how a celestial body is positioned in relation to the sun. It aims at finding the minimum in a particular dimension, searching for a celestial body and its nearest neighbor.
Item Type: | Conference or Workshop Item (Paper) |
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Uncontrolled Keywords: | Binary search trees; Celestial bodies; K-d tree; KD tree; Lookup time; Minimum body in celestial space; Multi dimensional; Near neighbor searches; Nearest point; Objects searching |
Subjects: | A Artificial Intelligence and Data Science > Data Structures |
Divisions: | Computer Science and Engineering |
Depositing User: | Users 5 not found. |
Date Deposited: | 25 Jul 2024 06:33 |
Last Modified: | 20 Aug 2024 08:08 |
URI: | https://ir.psgitech.ac.in/id/eprint/850 |