Английская Википедия:(1+ε)-approximate nearest neighbor search

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Версия от 23:14, 17 декабря 2023; EducationBot (обсуждение | вклад) (Новая страница: «{{Английская Википедия/Панель перехода}} {{Short description|Special case of the nearest neighbor search problem}} '''(1+{{mvar|ε}})-approximate nearest neighbor search''' is a variant of the nearest neighbor search problem. A solution to the (1+{{mvar|ε}})-approximate nearest neighbor search is a point or multiple points within distance (1+{{mvar|ε}}) {{mvar|R}} from a query point, where {{mvar|R}} is the distance bet...»)
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Шаблон:Short description (1+Шаблон:Mvar)-approximate nearest neighbor search is a variant of the nearest neighbor search problem. A solution to the (1+Шаблон:Mvar)-approximate nearest neighbor search is a point or multiple points within distance (1+Шаблон:Mvar) Шаблон:Mvar from a query point, where Шаблон:Mvar is the distance between the query point and its true nearest neighbor.[1]

Reasons to approximate nearest neighbor search include the space and time costs of exact solutions in high-dimensional spaces (see curse of dimensionality) and that in some domains, finding an approximate nearest neighbor is an acceptable solution.

Approaches for solving (1+Шаблон:Mvar)-approximate nearest neighbor search include kd-trees,[2] Locality Sensitive Hashing and brute force search.

References

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