Concepedia

Singular Value Decomposition++

Singular Value Decomposition++ is a matrix factorization model in collaborative filtering that extends Singular Value Decomposition by incorporating user and item bias terms and temporal dynamics to improve prediction accuracy in sparse user-item interaction matrices.

88

Publications

10.5K

Citations

283

Authors

137

Institutions

Publications per year

2017–2026

33

Parents

Publications

88

Factorization Machines

Steffen Rendle · 2010 · 3.1K citations

, , +16

Singular value decomposition for genome-wide expression data processing and modeling

Orly Alter, Patrick O. Brown, David Botstein · Proceedings of the National Academy of Sciences · 2000 · 2K citations · Full text

, , +15

TrustSVD: Collaborative Filtering with Both the Explicit and Implicit Influence of User Trust and of Item Ratings

Guibing Guo, Jie Zhang, Neil Yorke‐Smith · Proceedings of the AAAI Conference on Artificial Intelligence · 2015 · 582 citations · Full text

, , +16

Handbook of linear algebra

Choice Reviews Online · 2008 · 410 citations

, , +15

Image Fusion Technique using Multi-resolution Singular Value Decomposition

Vps Naidu · Defence Science Journal · 2011 · 326 citations · Full text

, , +15

1–5 of 88

Authors

283

  1. SX
    Shaofei Xue

    University of Science and Technology of China, China

    2 publications · 44 citations

    2

    h-index

  2. JQ
    Jiwei Qin

    Xinjiang University, China

    2 publications · 41 citations

    2

    h-index

  3. FB
    Fahren Bukhari

    IPB University, Indonesia

    2 publications · 45 citations

    2

    h-index

  4. WS
    Wenchuan Shi

    Xinjiang University, China

    2 publications · 41 citations

    2

    h-index

  5. MK
    Mohamad Khoirun Najib

    IPB University, Indonesia

    2 publications · 45 citations

    2

    h-index

1–5 of 283

Institutions

137

  1. Beijing Institute of Technology

    Beijing, China

    3 h-index

    11 publications

    162 citations

  2. King Saud University

    Riyadh, Saudi Arabia

    2 h-index

    3 publications

    65 citations

  3. The NorthCap University

    Gurugram, India

    2 h-index

    4 publications

    136 citations

  4. Sidi Mohamed Ben Abdellah University

    Fes, Morocco

    2 h-index

    6 publications

    122 citations

  5. Max Planck Institute for Nuclear Physics

    Heidelberg, Germany

    2 h-index

    4 publications

    84 citations

  6. Fuzhou University

    Fuzhou, China

    2 h-index

    6 publications

    90 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    9 publications

    486 citations

  8. Xinjiang University

    Ürümqi, China

    2 h-index

    6 publications

    123 citations

1–8 of 137

Venues

  1. Analytical Chemistry

    2 publications · 64 citations

    2

    h-index

  2. Free Radical Biology and Medicine

    2 publications · 94 citations

    2

    h-index

  3. The American Statistician

    2 publications · 329 citations

    2

    h-index

  4. ACM Transactions on Mathematical Software

    TOMS · 2 publications · 305 citations

    2

    h-index

  5. Information

    2 publications · 52 citations

    2

    h-index

1–5