Concepedia

Online Matrix Factorization

Online Matrix Factorization is a matrix factorization method that incrementally updates factorized matrices in real-time as new data arrives, distinguishing itself from batch methods by enabling scalable and adaptive learning without reprocessing the entire dataset.

95

Publications

6.8K

Citations

291

Authors

155

Institutions

Publications per year

2017–2026

47

Parents

Publications

95

iSAM: Incremental Smoothing and Mapping

Michael Kaess, Ananth Ranganathan, Frank Dellaert · IEEE Transactions on Robotics · 2008 · 1.1K citations · Full text

, , +17

Fast Matrix Factorization for Online Recommendation with Implicit Feedback

Xiangnan He, Hanwang Zhang, Min‐Yen Kan et al. · 2016 · 1K citations

, , +11

Online Nonnegative Matrix Factorization With Robust Stochastic Approximation

Naiyang Guan, Dacheng Tao, Zhigang Luo et al. · IEEE Transactions on Neural Networks and Learning Systems · 2012 · 288 citations

, , +14

Online-updating regularized kernel matrix factorization models for large-scale recommender systems

Steffen Rendle, Lars Schmidt-Thieme · 2008 · 237 citations

, , +11

Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors

Morteza Mardani, Gonzalo Mateos, Georgios B. Giannakis · IEEE Transactions on Signal Processing · 2015 · 197 citations · Full text

, , +16

1–5 of 95

Authors

291

  1. LT
    Le Trung Thanh

    Laboratoire Pluridisciplinaire de Recherche en Ingénierie des Systèmes, Mécanique et Energétique, France

    3 publications · 71 citations

    3

    h-index

  2. NL
    Nguyen Linh Trung

    Vietnam National University, Hanoi, Vietnam

    3 publications · 71 citations

    3

    h-index

  3. DB
    Dmitri B. Chklovskii

    Cold Spring Harbor Laboratory, United States

    2 publications · 71 citations

    2

    h-index

  4. JF
    Jicong Fan

    Chinese University of Hong Kong, Shenzhen, China

    2 publications · 56 citations

    2

    h-index

  5. AJ
    Alí­pio Jorge

    Universidade do Porto, Portugal

    2 publications · 41 citations

    2

    h-index

1–5 of 291

Institutions

155

  1. National University of Singapore

    Singapore, Singapore

    5 h-index

    12 publications

    4.4K citations

  2. Laboratoire Pluridisciplinaire de Recherche en Ingénierie des Systèmes, Mécanique et Energétique

    Orléans, France

    3 h-index

    9 publications

    213 citations

  3. Xidian University

    Xi'an, China

    3 h-index

    8 publications

    418 citations

  4. University of Technology Sydney

    Sydney, Australia

    3 h-index

    6 publications

    550 citations

  5. Hunan University

    Changsha, China

    3 h-index

    11 publications

    230 citations

  6. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    3 h-index

    6 publications

    118 citations

  7. VNU University of Science

    Hanoi, Vietnam

    3 h-index

    3 publications

    71 citations

  8. Cornell University

    Ithaca, United States

    3 h-index

    4 publications

    164 citations

1–8 of 155

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 196 citations

    8

    h-index

  2. 3

    h-index

  3. IEEE Transactions on Signal Processing

    3 publications · 258 citations

    3

    h-index

  4. Neurocomputing

    3 publications · 122 citations

    3

    h-index

  5. 2014 48th Asilomar Conference on Signals, Systems and Computers

    Conference · 2 publications · 71 citations

    2

    h-index

1–5