Concepedia

Attention-based Classification

Attention-Based Classification is a classification framework that employs attention mechanisms to selectively emphasize informative temporal segments or features within time series data, thereby improving model interpretability and predictive accuracy by differentiating relevant from irrelevant input regions.

453

Publications

32.6K

Citations

1.9K

Authors

578

Institutions

Publications per year

2017–2026

425

Parents

Publications

453

Hierarchical Attention Networks for Document Classification

Zichao Yang, Diyi Yang, Chris Dyer et al. · 2016 · 4.8K citations · Full text

, , +13

LSTM Fully Convolutional Networks for Time Series Classification

Fazle Karim, Somshubra Majumdar, Houshang Darabi et al. · IEEE Access · 2017 · 1.4K citations · Full text

, , +15

Bidirectional LSTM with attention mechanism and convolutional layer for text classification

Gang Liu, Jiabao Guo · Neurocomputing · 2019 · 1.1K citations

, , +15

Interactive Attention Networks for Aspect-Level Sentiment Classification

Dehong Ma, Sujian Li, Xiaodong Zhang et al. · 2017 · 1K citations · Full text

, , +10

An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG

Emadeldeen Eldele, Zhenghua Chen, Chengyu Liu et al. · IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2021 · 640 citations · Full text

, , +16

1–5 of 453

Authors

1.9K

  1. FP
    Felix Putze

    University of Bremen, Germany

    5 publications · 171 citations

    5

    h-index

  2. QK
    Qiuqiang Kong

    University of Surrey, United Kingdom

    4 publications · 378 citations

    4

    h-index

  3. LV
    Lisa-Marie Vortmann

    University of Bremen, Germany

    4 publications · 143 citations

    4

    h-index

  4. MD
    Mark D. Plumbley

    Queen Mary University of London, United Kingdom

    3 publications · 314 citations

    3

    h-index

  5. YX
    Yong Xu

    University of Surrey, United Kingdom

    3 publications · 314 citations

    3

    h-index

1–5 of 1.9K

Institutions

578

  1. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    46 publications

    2.1K citations

  2. Tsinghua University

    Beijing, China

    11 h-index

    27 publications

    2.6K citations

  3. Harbin Institute of Technology

    Harbin, China

    10 h-index

    36 publications

    1.2K citations

  4. Peking University

    Beijing, China

    10 h-index

    25 publications

    5.3K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    9 h-index

    22 publications

    796 citations

  6. Northwestern Polytechnical University

    Xi'an, China

    9 h-index

    32 publications

    1.9K citations

  7. Zhejiang University

    Hangzhou, China

    7 h-index

    18 publications

    802 citations

  8. Beijing University of Posts and Telecommunications

    Beijing, China

    6 h-index

    13 publications

    317 citations

1–8 of 578

Venues

  1. arXiv (Cornell University)

    Repository · 33 publications · 1.4K citations

    19

    h-index

  2. Neurocomputing

    15 publications · 1.7K citations

    15

    h-index

  3. IEEE Access

    13 publications · 2.1K citations

    13

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 1.4K citations

    11

    h-index

  5. Applied Sciences

    11 publications · 329 citations

    11

    h-index

1–5