Blessing of dimensionality at the edge and geometry of few-shot learning

Author:

Tyukin Ivan Y.,Gorban Alexander N.,McEwan Alistair A.,Meshkinfamfard Sepehr,Tang Lixin

Funder

Ministry of Science and Higher Education of the Russian Federation

Innovate UK

Russian Science Foundation

UKRI

Publisher

Elsevier BV

Subject

Artificial Intelligence,Information Systems and Management,Computer Science Applications,Theoretical Computer Science,Control and Systems Engineering,Software

Reference56 articles.

1. Estimating the effective dimension of large biological datasets using fisher separability analysis;Albergante,2019

2. A. Ansuini, A. Laio, J. Macke, and D. Zoccolan. Intrinsic dimension of data representations in deep neural networks. In Advances in Neural Information Processing Systems, pages 6111–6122, 2019.

3. C. Bowman and P. Grindrod. Trust, limitation, conflation and hype. https://www.researchgate.net/publication/334425107_Trust_Limitation_Conflation_and_Hype, 2019.

4. F. Censi, Calcagnini, E. Mattei, and A. Giuliani. System biology approach: Gene network analysis for muscular dystrophy. Methods in molecular biology (Clifton, N.J.), 1687: 75–89, 2018. ISSN 1064–3745. DOI: 10.1007/978-1-4939-7374-3_6.

5. Training a support vector machine in the primal;Chapelle;Neural Comput.,2007

Cited by 9 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. Learning From Scarcity;Advances in Bioinformatics and Biomedical Engineering;2024-04-05

2. A Large-Class Few-Shot Learning Method Based on High-Dimensional Features;Applied Sciences;2023-11-30

3. Agile gesture recognition for capacitive sensing devices: adapting on-the-job;2023 International Joint Conference on Neural Networks (IJCNN);2023-06-18

4. Editorial: Toward and beyond human-level AI, volume II;Frontiers in Neurorobotics;2023-01-06

5. Learning from Few Examples with Nonlinear Feature Maps;Lecture Notes in Networks and Systems;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