Concepedia

Negative Sampling

Negative Sampling is a training strategy in machine learning that belongs to the class of sampling techniques and is distinguished by its selection of a small number of contrasting (negative) examples—typically from a large set of possible non-observed interactions, entity pairs, or document passages—to improve computational efficiency and model discriminability in tasks such as relation extraction, passage retrieval, and implicit feedback modeling.

279

Publications

47.9K

Citations

941

Authors

283

Institutions

Publications per year

2017–2026

247

Parents

Publications

279

Distributed Representations of Words and Phrases and their Compositionality

Tomáš Mikolov, Ilya Sutskever, Kai Chen et al. · arXiv (Cornell University) · 2013 · 18.1K citations · Full text

, , +15

Representation Learning with Contrastive Predictive Coding

Aäron van den Oord, Yazhe Li, Oriol Vinyals · arXiv (Cornell University) · 2018 · 4.5K citations · Full text

, , +16

Representation Learning with Contrastive Predictive Coding

Aäron van den Oord, Yazhe Li, Oriol Vinyals · arXiv (Cornell University) · 2018 · 3.8K citations · Full text

, , +16

GraRep

Shaosheng Cao, Wei Lu, Qiongkai Xu · 2015 · 1.6K citations

, , +16

word2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method

Yoav Goldberg, Omer Levy · arXiv (Cornell University) · 2014 · 1.3K citations · Full text

, , +14

1–5 of 279

Authors

941

  1. SM
    Shaoping Ma

    Tsinghua University, China

    9 publications · 1K citations

    9

    h-index

  2. YL
    Yiqun Liu

    Tsinghua University, China

    9 publications · 1K citations

    9

    h-index

  3. JT
    Jie Tang

    Tsinghua University, China

    6 publications · 1.1K citations

    6

    h-index

  4. WM
    Weizhi Ma

    Tsinghua University, China

    5 publications · 535 citations

    5

    h-index

  5. MZ
    Min Zhang

    Tsinghua University, China

    5 publications · 667 citations

    5

    h-index

1–5 of 941

Institutions

283

  1. Tsinghua University

    Beijing, China

    23 h-index

    97 publications

    10.9K citations

  2. Google (United States)

    Mountain View, United States

    8 h-index

    28 publications

    85K citations

  3. Microsoft Research (United Kingdom)

    Cambridge, United Kingdom

    8 h-index

    25 publications

    563 citations

  4. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    11 publications

    366 citations

  5. Peking University

    Beijing, China

    7 h-index

    20 publications

    3.8K citations

  6. Beihang University

    Beijing, China

    7 h-index

    23 publications

    1.1K citations

  7. University of Science and Technology of China

    Hefei, China

    7 h-index

    23 publications

    1.5K citations

  8. Renmin University of China

    Beijing, China

    7 h-index

    12 publications

    634 citations

1–8 of 283

Venues

  1. arXiv (Cornell University)

    Repository · 64 publications · 31.6K citations

    27

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 14 publications · 783 citations

    13

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 6 publications · 278 citations

    6

    h-index

  4. Neurocomputing

    4 publications · 97 citations

    4

    h-index

  5. Proceedings of the ACM Web Conference 2022

    Conference · 4 publications · 115 citations

    4

    h-index

1–5