Concepedia

Deep Learning-based Change-point Detection

Deep Learning-Based Change-Point Detection is a methodological framework within change-point detection that leverages deep neural networks to automatically learn complex temporal patterns and identify distributional shifts in sequential data, distinguishing itself from traditional statistical or shallow learning approaches through its capacity for hierarchical feature extraction and modeling of non-linear dynamics.

54

Publications

2.4K

Citations

198

Authors

89

Institutions

Publications per year

2017–2026

49

Parents

Publications

54

Statistically Significant Detection of Linguistic Change

Vivek Kulkarni, Rami Al‐Rfou, Bryan Perozzi et al. · 2015 · 395 citations

, , +14

A dual-LSTM framework combining change point detection and remaining useful life prediction

Zunya Shi, Abdallah Chehade · Reliability Engineering & System Safety · 2020 · 340 citations

, , +16

Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding

2021 · 112 citations · Full text

, , +17

TINYCD: a (not so) deep learning model for change detection

Andrea Codegoni, Gabriele Lombardi, Alessandro Ferrari · Neural Computing and Applications · 2022 · 108 citations

, , +7

Deep learning-based animal activity recognition with wearable sensors: Overview, challenges, and future directions

Axiu Mao, Endai Huang, Xiaoshuai Wang et al. · Computers and Electronics in Agriculture · 2023 · 102 citations

, , +11

1–5 of 54

Authors

198

  1. GS
    Gurwinder Singh

    Chitkara University, India

    1 publications · 16 citations

    2

    h-index

  2. SS
    Sartajvir Singh

    Chitkara University, India

    1 publications · 16 citations

    2

    h-index

  3. VS
    Vishakha Sood

    Chitkara University, India

    1 publications · 16 citations

    2

    h-index

  4. WC
    Wei-Cheng Chang

    Carnegie Mellon University, United States

    1 publications · 15 citations

    1

    h-index

  5. QZ
    Qiaosheng Zhang

    New York University, United States

    1 publications · 17 citations

    1

    h-index

1–5 of 198

Institutions

89

  1. Vanderbilt University

    Nashville, United States

    2 h-index

    4 publications

    98 citations

  2. Chitkara University

    Chandigarh, India

    2 h-index

    1 publications

    16 citations

  3. Zhejiang University

    Hangzhou, China

    2 h-index

    3 publications

    136 citations

  4. Maulana Azad National Institute of Technology

    Bhopal, India

    1 h-index

    3 publications

    144 citations

  5. Istanbul Health and Technology University

    Istanbul, Türkiye

    1 h-index

    1 publications

    33 citations

  6. Icahn School of Medicine at Mount Sinai

    New York, United States

    1 h-index

    1 publications

    13 citations

  7. University of Liverpool

    Liverpool, United Kingdom

    1 h-index

    1 publications

    19 citations

  8. Louisiana State University

    Baton Rouge, United States

    1 h-index

    1 publications

    20 citations

1–8 of 89

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 85 citations

    5

    h-index

  2. 4

    h-index

  3. Sensors

    2 publications · 39 citations

    2

    h-index

  4. Computers and Electronics in Agriculture

    2 publications · 114 citations

    2

    h-index

  5. Information

    1 publications · 20 citations

    1

    h-index

1–5