Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality Reduction

Author:

Sarfraz M. Saquib1,Koulakis Marios1,Seibold Constantin1,Stiefelhagen Rainer1

Affiliation:

1. Karlsruhe Institute of Technology

Publisher

IEEE

Reference39 articles.

1. Fashion-mnist: a novel image dataset for benchmarking machine learning algorithms;xiao;ArXiv Preprint,2017

2. Understanding how dimension reduction tools work: An empirical approach to deciphering t-sne, umap, trimap, and pacmap for data visualization;wang;Journal of Machine Learning Research,2021

3. Visualizing Large-scale and High-dimensional Data

4. Efficient Parameter-Free Clustering Using First Neighbor Relations

5. A Nonlinear Mapping for Data Structure Analysis

Cited by 5 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. SWINN: Efficient nearest neighbor search in sliding windows using graphs;Information Fusion;2024-01

2. Proposing a Dimensionality Reduction Technique With an Inequality for Unsupervised Learning from High-Dimensional Big Data;IEEE Transactions on Systems, Man, and Cybernetics: Systems;2023-06

3. Uncovering the Inner Workings of STEGO for Safe Unsupervised Semantic Segmentation;2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW);2023-06

4. Panoramic Panoptic Segmentation: Insights Into Surrounding Parsing for Mobile Agents via Unsupervised Contrastive Learning;IEEE Transactions on Intelligent Transportation Systems;2023-04

5. Kernel-Based Feature Extraction for Time Series Clustering;Knowledge Science, Engineering and Management;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