• Nearest neighbor search (NNS), as a form of proximity search, is the optimization problem of finding the point in a given set that is closest (or most...
    27 KB (3,341 words) - 11:34, 22 August 2024
  • In statistics, the k-nearest neighbors algorithm (k-NN) is a non-parametric supervised learning method first developed by Evelyn Fix and Joseph Hodges...
    31 KB (4,249 words) - 19:57, 24 July 2024
  • Nearest neighbor may refer to: Nearest neighbor search in pattern recognition and in computational geometry Nearest-neighbor interpolation for interpolating...
    878 bytes (129 words) - 17:40, 7 May 2024
  • Thumbnail for Nearest-neighbor interpolation
    show by colour the shape of the cells. Interpolation Natural neighbor interpolation Image scaling Nearest neighbor search Zero-order hold Rounding v t e...
    2 KB (202 words) - 16:50, 6 April 2024
  • especially non-meaningful as is often argued. The effect complicates nearest neighbor search in high dimensional space. It is not possible to quickly reject...
    32 KB (4,129 words) - 19:10, 13 May 2024
  • (1+ε)-approximate nearest neighbor search is a variant of the nearest neighbor search problem. A solution to the (1+ε)-approximate nearest neighbor search is a point...
    2 KB (190 words) - 19:42, 19 July 2024
  • Locality-sensitive hashing (category Search algorithms)
    same buckets, this technique can be used for data clustering and nearest neighbor search. It differs from conventional hashing techniques in that hash collisions...
    30 KB (4,013 words) - 13:50, 25 June 2024
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    Hierarchical navigable small world (category Search algorithms)
    algorithm is a graph-based approximate nearest neighbor search technique used in many vector databases. Nearest neighbor search without an index involves computing...
    5 KB (495 words) - 09:16, 30 July 2024
  • Thumbnail for K-d tree
    several applications, such as: Searches involving a multidimensional search key (e.g. range searches and nearest neighbor searches) & Creating point clouds...
    28 KB (3,770 words) - 20:44, 23 May 2024
  • sophisticated digital objects. Nearest neighbor search and range queries are important subclasses of similarity search, and a number of solutions exist...
    6 KB (766 words) - 18:42, 7 March 2024
  • Thumbnail for R-tree
    R-tree (section Search)
    system) or "find the nearest gas station" (although not taking roads into account). The R-tree can also accelerate nearest neighbor search for various distance...
    22 KB (2,902 words) - 23:53, 30 December 2023
  • that make it useful for a number of applications, most notably nearest neighbor search. A ball tree is a binary tree in which every node defines a D-dimensional...
    10 KB (1,401 words) - 17:07, 11 December 2023
  • MIPS search. Under the assumption of all vectors in the set having constant norm, MIPS can be viewed as equivalent to a nearest neighbor search (NNS)...
    3 KB (382 words) - 19:45, 13 May 2024
  • Thumbnail for Nearest neighbor graph
    The nearest neighbor graph (NNG) is a directed graph defined for a set of points in a metric space, such as the Euclidean distance in the plane. The NNG...
    7 KB (879 words) - 01:06, 4 April 2024
  • Rosenfeld. Netanyahu has co-authored highly cited research papers on nearest neighbor search and k-means clustering. He has published many papers on computer...
    4 KB (259 words) - 16:56, 17 August 2024
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    dist ... minIdx = idx >>> print(f'Nearest point to q: {points[minIdx]}') Nearest point to q: [3, 4, 4] >>> # # # Equivalent NumPy vectorization # # # >>>...
    22 KB (2,452 words) - 00:59, 29 July 2024
  • (music) National Numeracy Strategy (UK education) Near Net Shape Nearest neighbor search Nearly-new sale Newport News Shipbuilding, a shipyard Nigerian...
    515 bytes (87 words) - 14:06, 27 February 2020
  • Large margin nearest neighbor (LMNN) classification is a statistical machine learning algorithm for metric learning. It learns a pseudometric designed...
    10 KB (1,428 words) - 19:49, 12 June 2024
  • partitioning data structure to enable fast region queries and nearest neighbor search Sin bin, an informal name for a penalty box in sports In Arabic...
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    Level of detail rendering in 3D computer graphics Spatial indexing Nearest neighbor search Efficient collision detection in three dimensions View frustum...
    12 KB (1,442 words) - 17:10, 8 June 2024
  • approximate maximum-likelihood. Nearest neighbor search UPGMA and WPGMA Minimum Evolution Saitou, N.; Nei, M. (1 July 1987). "The neighbor-joining method: a new...
    21 KB (2,881 words) - 03:16, 22 June 2024
  • pattern discovery Nearest neighbor search Eyeball search This disambiguation page lists articles associated with the title Pattern search. If an internal...
    351 bytes (65 words) - 01:25, 15 April 2022
  • acronym for Fast Library for Approximate Nearest Neighbors, is a C++ library for approximate nearest neighbor search in high-dimensional spaces. List of Irish-language...
    3 KB (181 words) - 16:27, 4 July 2024
  • the fixed-radius near neighbor problem is a variant of the nearest neighbor search problem. In the fixed-radius near neighbor problem, one is given as...
    3 KB (418 words) - 19:49, 7 November 2023
  • that is specifically designed to facilitate the speed-up of a nearest neighbor search. It is a refinement of the Navigating Net data structure, and related...
    4 KB (561 words) - 08:41, 31 October 2023
  • B+ tree (redirect from B+ search trees)
    2005). "iDistance: An adaptive B+-tree based indexing method for nearest neighbor search". ACM Transactions on Database Systems. 30 (2): 364–397. doi:10...
    27 KB (3,393 words) - 04:24, 12 August 2024
  • databases typically implement one or more Approximate Nearest Neighbor (ANN) algorithms, so that one can search the database with a query vector to retrieve the...
    20 KB (1,510 words) - 20:42, 20 August 2024
  • speaker recognition. Recently it has also been used for efficient nearest neighbor search and on-line signature recognition. In pattern recognition applications...
    13 KB (1,649 words) - 10:50, 3 February 2024
  • term "closest point problem" is also used synonymously to the nearest neighbor search. A common trait for many of these problems is the possibility to...
    4 KB (516 words) - 05:10, 8 December 2022
  • programming Nearest neighbor search (NNS): find closest points in a metric space Best Bin First: find an approximate solution to the nearest neighbor search problem...
    71 KB (7,827 words) - 18:40, 18 August 2024