Concepedia

Regularized Matrix Factorization

Regularized Matrix Factorization is a matrix factorization method that incorporates penalty terms into the optimization objective to constrain model parameters, thereby reducing overfitting by explicitly differentiating it from standard matrix factorization techniques through the inclusion of regularization terms such as L2 or sparsity constraints.

383

Publications

32.6K

Citations

1.1K

Authors

426

Institutions

Publications per year

2017–2026

223

Parents

Publications

383

Graph Regularized Nonnegative Matrix Factorization for Data Representation

Deng Cai, Xiaofei He, Jiawei Han et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2010 · 2.5K citations

, , +6

Weighted Nuclear Norm Minimization with Application to Image Denoising

Shuhang Gu, Lei Zhang, Wangmeng Zuo et al. · 2014 · 2.3K citations

, , +15

Recommender systems with social regularization

Hao Ma, Dengyong Zhou, Chao Liu et al. · 2011 · 1.7K citations

, , +16

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

Daniela Witten, Robert Tibshirani, Trevor Hastie · Biostatistics · 2009 · 1.6K citations · Full text

, , +16

Factorization strategies for third-order tensors

Misha E. Kilmer, Carla D. Martin · Linear Algebra and its Applications · 2010 · 1.3K citations

, , +9

1–5 of 383

Authors

1.1K

  1. JL
    Jin‐Xing Liu

    Qufu Normal University, China

    7 publications · 249 citations

    8

    h-index

  2. XL
    Xuelong Li

    Xi'an Institute of Optics and Precision Mechanics, China

    7 publications · 349 citations

    7

    h-index

  3. YG
    Ying-Lian Gao

    Qufu Normal University, China

    6 publications · 225 citations

    6

    h-index

  4. YX
    Yong Xu

    Harbin Institute of Technology, China

    6 publications · 543 citations

    6

    h-index

  5. ZX
    Zenglin Xu

    University of Electronic Science and Technology of China, China

    5 publications · 202 citations

    5

    h-index

1–5 of 1.1K

Institutions

426

  1. University of Electronic Science and Technology of China

    Chengdu, China

    16 h-index

    39 publications

    1.5K citations

  2. Wuhan University

    Wuhan, China

    12 h-index

    30 publications

    5K citations

  3. Zhejiang University

    Hangzhou, China

    12 h-index

    27 publications

    6.2K citations

  4. Chinese Academy of Sciences

    Beijing, China

    11 h-index

    26 publications

    1.3K citations

  5. Harbin Institute of Technology

    Harbin, China

    10 h-index

    26 publications

    5.4K citations

  6. Xidian University

    Xi'an, China

    10 h-index

    30 publications

    3.7K citations

  7. Qufu Normal University

    Qufu, China

    9 h-index

    29 publications

    1K citations

  8. Guangdong University of Technology

    Guangzhou, China

    9 h-index

    24 publications

    1.7K citations

1–8 of 426

Venues

  1. Neurocomputing

    17 publications · 882 citations

    16

    h-index

  2. arXiv (Cornell University)

    Repository · 15 publications · 1K citations

    13

    h-index

  3. 10

    h-index

  4. Knowledge-Based Systems

    8 publications · 588 citations

    8

    h-index

  5. Linear Algebra and its Applications

    8 publications · 1.5K citations

    8

    h-index

1–5