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GriSPy: A Python package for fixed-radius nearest neighbors search

Authors :
Emanuel Sillero
Manuel Merchán
Juan B. Cabral
Martín Chalela
Mario Alejandro García
Marcelo Lares
Luis Pereyra
Source :
Astronomy and Computing. 34:100443
Publication Year :
2021
Publisher :
Elsevier BV, 2021.

Abstract

We present a new regular grid search algorithm for quick fixed-radius nearest-neighbor lookup developed in Python. This module indexes a set of k-dimensional points in a regular grid, with optional periodic conditions, providing a fast approach for nearest neighbors queries. In this first installment, we provide three types of queries: bubble, shell and the nth-nearest. For these queries we include three different metrics of interest in astronomy, namely, the euclidean, the haversine and the Vincenty, the last two in spherical coordinates. We also provide the possibility of using a custom distance function. This package results particularly useful for large datasets where a brute-force search turns impractical.

Details

ISSN :
22131337
Volume :
34
Database :
OpenAIRE
Journal :
Astronomy and Computing
Accession number :
edsair.doi...........48febfb6ef28f0643616ade987a7c9bb
Full Text :
https://doi.org/10.1016/j.ascom.2020.100443