Concepedia

On-device Analytics

On-Device Analytics is an academic concept referring to a computational paradigm within edge analytics wherein data processing and analytical inference occur locally on the originating device, distinguished from centralized or cloud-based approaches by its emphasis on minimizing data transmission through in-situ analysis and real-time decision-making at the network edge.

22

Publications

5.6K

Citations

143

Authors

35

Institutions

Publications per year

2017–2026

18

Parents

Publications

22

DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Victor Sanh, Lysandre Debut, Julien Chaumond et al. · arXiv (Cornell University) · 2019 · 4.6K citations · Full text

, , +15

Screen Recognition: Creating Accessibility Metadata for Mobile Applications from Pixels

Xiaoyi Zhang, Lilian de Greef, Amanda Swearngin et al. · 2021 · 138 citations · Full text

, , +12

TensorFlow.js: Machine Learning for the Web and Beyond

Daniel Smilkov, Nikhil Thorat, Yannick Assogba et al. · arXiv (Cornell University) · 2019 · 132 citations · Full text

, , +11

Machine Learning on Mobile: An On-device Inference App for Skin Cancer Detection

Xiangfeng Dai, ‪Irena Spasić, Bradley Meyer et al. · 2019 · 116 citations

, , +16

Cloud-Based or On-Device: An Empirical Study of Mobile Deep Inference

Tian Guo · 2018 · 64 citations

, , +13

1–5 of 22

Authors

143

  1. IL
    Ignacio López Moreno

    Google (United States), United States

    2 publications · 62 citations

    2

    h-index

  2. RR
    Reza Rawassizadeh

    Institute for Health Metrics and Evaluation, United States

    2 publications · 96 citations

    2

    h-index

  3. JF
    Julien Freudiger

    École Polytechnique Fédérale de Lausanne, Switzerland

    1 publications · 33 citations

    1

    h-index

  4. SB
    Stan Bileschi

    1 publications · 132 citations

    1

    h-index

  5. NT
    Nikhil Thorat

    Google (United States), United States

    1 publications · 132 citations

    1

    h-index

1–5 of 143

Institutions

35

  1. University of Technology Sydney

    Sydney, Australia

    2 h-index

    2 publications

    90 citations

  2. Apple (United States)

    Cupertino, United States

    2 h-index

    16 publications

    1.7K citations

  3. Google (United States)

    Mountain View, United States

    2 h-index

    13 publications

    421 citations

  4. EduInnovation

    Federal Way, United States

    1 h-index

    2 publications

    118 citations

  5. Roma Tre University

    Rome, Italy

    1 h-index

    2 publications

    54 citations

  6. University of Pittsburgh

    Pittsburgh, United States

    1 h-index

    3 publications

    63 citations

  7. University of Notre Dame

    Notre Dame, United States

    1 h-index

    2 publications

    42 citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    1 h-index

    1 publications

    30 citations

1–8 of 35

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 4.8K citations

    4

    h-index

  2. Sensors

    2 publications · 72 citations

    2

    h-index

  3. 1

    h-index

  4. Intelligent Systems with Applications

    ISWA · 1 publications · 57 citations

    1

    h-index

  5. 1

    h-index

1–5