Concepedia

Machine Learning For Localization

Machine Learning for Localization is a computational methodology that employs data-driven models to infer spatial positions within indoor environments by learning patterns from sensor observations, distinguished from conventional approaches through its reliance on adaptive algorithms that generalize from training data rather than fixed physical or geometrical assumptions.

762

Publications

36.1K

Citations

2.5K

Authors

811

Institutions

Publications per year

2017–2026

521

Parents

Publications

762

FAB-MAP: Probabilistic Localization and Mapping in the Space of Appearance

Mark Cummins, Paul Newman · The International Journal of Robotics Research · 2008 · 1.5K citations

, , +16

NLOS identification and mitigation for localization based on UWB experimental data

Stefano Maranò, Wesley M. Gifford, Henk Wymeersch et al. · IEEE Journal on Selected Areas in Communications · 2010 · 659 citations

, , +16

Application of Machine Learning in Wireless Networks: Key Techniques and Open Issues

Yaohua Sun, Mugen Peng, Yangcheng Zhou et al. · IEEE Communications Surveys & Tutorials · 2019 · 656 citations

, , +14

Image-Based Localization Using LSTMs for Structured Feature Correlation

Florian Walch, Laura Leal-Taixé, Torsten Sattler et al. · 2017 · 520 citations

, , +16

Convergent Communication, Sensing and Localization in 6G Systems: An Overview of Technologies, Opportunities and Challenges

César Thadeo de Lima, Didier Belot, Rafael Berkvens et al. · IEEE Access · 2021 · 493 citations · Full text

, , +16

1–5 of 762

Authors

2.5K

  1. QY
    Qiang Yang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    12 publications · 1.2K citations

    12

    h-index

  2. SJ
    Sinno Jialin Pan

    Nanyang Technological University, Singapore

    8 publications · 642 citations

    8

    h-index

  3. HR
    Hamada Rizk

    Tanta University, Egypt

    7 publications · 340 citations

    7

    h-index

  4. WX
    Wendong Xiao

    University of Science and Technology Beijing, China

    7 publications · 311 citations

    7

    h-index

  5. MY
    Moustafa Youssef

    Egypt-Japan University of Science and Technology, Egypt

    7 publications · 340 citations

    7

    h-index

1–5 of 2.5K

Institutions

811

  1. Nanyang Technological University

    Singapore, Singapore

    15 h-index

    48 publications

    2.7K citations

  2. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    14 h-index

    40 publications

    3.4K citations

  3. University of Oxford

    Oxford, United Kingdom

    13 h-index

    43 publications

    7.3K citations

  4. Chinese Academy of Sciences

    Beijing, China

    12 h-index

    25 publications

    1.1K citations

  5. University of Science and Technology Beijing

    Beijing, China

    11 h-index

    31 publications

    1.1K citations

  6. Wuhan University

    Wuhan, China

    11 h-index

    39 publications

    2.1K citations

  7. Beijing University of Posts and Telecommunications

    Beijing, China

    10 h-index

    28 publications

    3.8K citations

  8. Seoul National University

    Seoul, South Korea

    10 h-index

    27 publications

    858 citations

1–8 of 811

Venues

  1. Sensors

    59 publications · 2.3K citations

    30

    h-index

  2. IEEE Access

    35 publications · 2.2K citations

    27

    h-index

  3. IEEE Sensors Journal

    27 publications · 1.1K citations

    20

    h-index

  4. IEEE Internet of Things Journal

    18 publications · 731 citations

    16

    h-index

  5. IEEE Communications Letters

    12 publications · 423 citations

    12

    h-index

1–5