A Fast k-Nearest Neighbor Classifier Using Unsupervised Clustering

Author:

Vajda Szilárd,Santosh K. C.

Publisher

Springer Singapore

Reference22 articles.

1. Beis, J.S., Lowe, D.G.: Shape indexing using approximate nearest-neighbour search in high-dimensional spaces. In: Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition, CVPR 1997, p. 1000. IEEE Computer Society, Washington, DC (1997)

2. Bentley, J.L.: Multidimensional divide-and-conquer. Commun. ACM 23(4), 214–229 (1980)

3. Bishop, C.M.: Neural Networks for Pattern Recognition. Oxford University Press Inc., New York (1995)

4. Chen, J., Fang, H.R., Saad, Y.: Fast approximate kNN graph construction for high dimensional data via recursive Lanczos bisection. J. Mach. Learn. Res. 10, 1989–2012 (2009)

5. Ciresan, D.C., Meier, U., Gambardella, L.M., Schmidhuber, J.: Convolutional neural network committees for handwritten character classification. In: ICDAR, pp. 1135–1139 (2011)

Cited by 40 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Improving the Performance of the K-Nearest Neighbors Algorithm with Parallelization in Dask;2024 20th CSI International Symposium on Artificial Intelligence and Signal Processing (AISP);2024-02-21

2. Experimental Setup;Studies in Computational Intelligence;2024

3. k-NN Query Optimization for High-Dimensional Index Using Machine Learning;Electronics;2023-05-24

4. Spatial and Seasonal Change Detection in Vegetation Cover Using Time-Series Landsat Satellite Images and Machine Learning Methods;SN Computer Science;2023-03-07

5. Parameter Study and Optimization of Forming Simulations for Tape-Based Fiber Layups;Advances in Automotive Production Technology – Towards Software-Defined Manufacturing and Resilient Supply Chains;2023

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3