Concepedia

Data Leakage

Data Leakage is a phenomenon in machine learning wherein information from outside the training dataset or future time periods inadvertently influences the model during training, leading to overly optimistic performance estimates and invalid generalization assessment.

622

Publications

38.4K

Citations

2.3K

Authors

840

Institutions

Publications per year

2017–2026

461

Parents

Publications

622

Membership Inference Attacks Against Machine Learning Models

Reza Shokri, Marco Stronati, Congzheng Song et al. · 2017 · 4.2K citations

, , +17

Blockchain and Federated Learning for Privacy-Preserved Data Sharing in Industrial IoT

Yunlong Lu, Xiaohong Huang, Yueyue Dai et al. · IEEE Transactions on Industrial Informatics · 2019 · 1.2K citations

, , +17

How Rapidly Does New Industrial Technology Leak Out?

Edwin Mansfield · Journal of Industrial Economics · 1985 · 720 citations

, , +14

Leakage and the reproducibility crisis in machine-learning-based science

Sayash Kapoor, Arvind Narayanan · Patterns · 2023 · 671 citations · Full text

, , +17

An Ensemble Intrusion Detection Technique Based on Proposed Statistical Flow Features for Protecting Network Traffic of Internet of Things

Nour Moustafa, Benjamin Turnbull, Kim‐Kwang Raymond Choo · IEEE Internet of Things Journal · 2018 · 560 citations

, , +17

1–5 of 622

Authors

2.3K

  1. AK
    Ashutosh Kumar Singh

    National Institute of Technology Kurukshetra, India

    13 publications · 411 citations

    13

    h-index

  2. IG
    Ishu Gupta

    National Institute of Technology Kurukshetra, India

    13 publications · 402 citations

    13

    h-index

  3. CS
    Congzheng Song

    Cornell University, United States

    7 publications · 5.1K citations

    7

    h-index

  4. YE
    Yuval Elovici

    Ben-Gurion University of the Negev, Israel

    6 publications · 223 citations

    6

    h-index

  5. MG
    Mohsen Guizani

    Qatar University, Qatar

    5 publications · 142 citations

    5

    h-index

1–5 of 2.3K

Institutions

840

  1. Nanyang Technological University

    Singapore, Singapore

    13 h-index

    23 publications

    1.2K citations

  2. Beijing University of Posts and Telecommunications

    Beijing, China

    13 h-index

    32 publications

    4K citations

  3. Cornell University

    Ithaca, United States

    11 h-index

    25 publications

    15.6K citations

  4. Tsinghua University

    Beijing, China

    10 h-index

    21 publications

    639 citations

  5. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    31 publications

    1.1K citations

  6. National Institute of Technology Kurukshetra

    Kurukshetra, India

    10 h-index

    23 publications

    701 citations

  7. Pennsylvania State University

    State College, United States

    9 h-index

    21 publications

    370 citations

  8. Data61

    Sydney, Australia

    9 h-index

    11 publications

    931 citations

1–8 of 840

Venues

  1. arXiv (Cornell University)

    Repository · 48 publications · 1.8K citations

    22

    h-index

  2. IEEE Access

    19 publications · 1.1K citations

    16

    h-index

  3. IEEE Internet of Things Journal

    12 publications · 1.4K citations

    12

    h-index

  4. IEEE Transactions on Industrial Informatics

    12 publications · 1.9K citations

    12

    h-index

  5. IEEE Network

    5 publications · 637 citations

    5

    h-index

1–5