Estimating the intrinsic dimensionality using Normalizing Flows

被引:0
|
作者
Horvat, Christian [1 ]
Pfister, Jean-Pascal [2 ]
机构
[1] Department of Physiology, University of Bern, Switzerland
[2] Department of Physiology, Bern, Switzerland
关键词
Compilation and indexing terms; Copyright 2024 Elsevier Inc;
D O I
暂无
中图分类号
学科分类号
摘要
Back-of-the-envelope calculations - Higher dimensions - Intrinsic dimensionalities - Jacobians - Large datasets - Nearest-neighbour - Noise magnitude - Novel methods - Simple++ - Singular values
引用
收藏
相关论文
共 50 条
  • [21] Cosmological inference using gravitational waves and normalizing flows
    Stachurski, Federico
    Messenger, Christopher
    Hendry, Martin
    PHYSICAL REVIEW D, 2024, 109 (12)
  • [22] Prediction of Industrial Cyber Attacks Using Normalizing Flows
    V. P. Stepashkina
    M. I. Hushchyn
    Doklady Mathematics, 2024, 110 (Suppl 1) : S95 - S102
  • [23] Stochastic Normalizing Flows
    Wu, Hao
    Koehler, Jonas
    Noe, Frank
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 33, NEURIPS 2020, 2020, 33
  • [24] NFAD: fixing anomaly detection using normalizing flows
    Ryzhikov, Artem
    Borisyak, Maxim
    Ustyuzhanin, Andrey
    Derkach, Denis
    PEERJ COMPUTER SCIENCE, 2021, 7
  • [25] Investigating the Kinematics of Central and Satellite Galaxies Using Normalizing Flows
    Kwon, K. J.
    Hahn, Changhoon
    ASTROPHYSICAL JOURNAL, 2024, 976 (01):
  • [26] Unsupervised anomaly detection in images using attentional normalizing flows
    Wu, Xingzhen
    Mao, Guojun
    Xing, Shuli
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 127
  • [27] Inverse design of microstructures using conditional continuous normalizing flows
    Mirzaee, Hossein
    Kamrava, Serveh
    ACTA MATERIALIA, 2025, 285
  • [28] Variational Session-based Recommendation Using Normalizing Flows
    Zhou, Fan
    Wen, Zijing
    Zhang, Kunpeng
    Trajcevski, Goce
    Zhong, Ting
    WEB CONFERENCE 2019: PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE (WWW 2019), 2019, : 3476 - 3482
  • [29] Free energy calculation of crystalline solids using normalizing flows
    Ahmad, Rasool
    Cai, Wei
    MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING, 2022, 30 (06)
  • [30] Relative Intrinsic Dimensionality Is Intrinsic to Learning
    Sutton, Oliver J.
    Zhou, Qinghua
    Gorban, Alexander N.
    Tyukin, Ivan Y.
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, ICANN 2023, PT I, 2023, 14254 : 516 - 529