Practical Nearest Neighbor Search in the Plane

被引:0
|
作者
Connor, Michael [1 ]
Kumar, Piyush [1 ]
机构
[1] Florida State Univ, Dept Comp Sci, Tallahassee, FL 32306 USA
来源
关键词
Nearest Neighbor Search; Delaunay Triangulation; Morton ordering; Randomized algorithms;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper shows that using some very simple practical assumptions, one can design an algorithm that finds the nearest neighbor of a given query point in O(log n) time in theory and faster than the state of the art in practice. The algorithm and proof are both simple and the experimental results clearly show that we can beat the state of the art on most distributions in two dimensions.
引用
收藏
页码:501 / 512
页数:12
相关论文
共 50 条
  • [31] Scalable Nearest Neighbor Search for Optimal Transport
    Backurs, Arturs
    Dong, Yihe
    Indyk, Piotr
    Razenshteyn, Ilya
    Wagner, Tal
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 119, 2020, 119
  • [32] Processing Incomplete k Nearest Neighbor Search
    Miao, Xiaoye
    Gao, Yunjun
    Chen, Gang
    Zheng, Baihua
    Cui, Huiyong
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2016, 24 (06) : 1349 - 1363
  • [33] An Improved Hierarchical Datastructure for Nearest Neighbor Search
    Nie, Mengdie
    Wang, Zhi-Jie
    Gan, Chunjing
    Quan, Zhe
    Yao, Bin
    Yin, Jian
    THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2019, : 10001 - 10002
  • [34] Reverse nearest neighbor search in metric spaces
    Tao, Yufei
    Yiu, Man Lung
    Mamoulis, Nikos
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2006, 18 (09) : 1239 - 1252
  • [35] STRATEGIES FOR EFFICIENT INCREMENTAL NEAREST NEIGHBOR SEARCH
    BRODER, AJ
    PATTERN RECOGNITION, 1990, 23 (1-2) : 171 - 178
  • [36] Locally Optimized Hashing for Nearest Neighbor Search
    Tokui, Seiya
    Sato, Issei
    Nakagawa, Hiroshi
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PART II, 2015, 9078 : 498 - 509
  • [37] Quantization to speedup approximate nearest neighbor search
    Hao Peng
    Neural Computing and Applications, 2024, 36 : 2303 - 2313
  • [38] Nearest neighbor search on moving object trajectories
    Frentzos, E
    Gratsias, K
    Pelekis, N
    Theodoridis, Y
    ADVANCES IN SPATIAL AND TEMPORAL DATABASES, PROCEEDINGS, 2005, 3633 : 328 - 345
  • [39] Search reverse nearest neighbor query on air
    Jang, Inho
    Lee, SangKeun
    INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY, PROCEEDINGS, 2007, : 291 - +
  • [40] Hash Bit Selection for Nearest Neighbor Search
    Liu, Xianglong
    He, Junfeng
    Chang, Shih-Fu
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 26 (11) : 5367 - 5380