Concepedia

Ensemble Feature Aggregation

Ensemble Feature Aggregation is a feature aggregation method that combines multiple heterogeneous or homogeneous feature representations through an ensemble strategy to enhance representation robustness and discriminability by leveraging complementary information across constituent features.

54

Publications

2K

Citations

228

Authors

120

Institutions

Publications per year

2017–2026

38

Parents

Publications

54

Joint distribution adaptation with diverse feature aggregation: A new transfer learning framework for bearing diagnosis across different machines

Shiyao Jia, Yafei Deng, Jun Lv et al. · Measurement · 2021 · 141 citations

, , +13

Crowd anomaly detection using Aggregation of Ensembles of fine-tuned ConvNets

Kuldeep Singh, Shantanu Rajora, Gaurav Tripathi et al. · Neurocomputing · 2019 · 117 citations

, , +13

Using contextual features and multi-view ensemble learning in product defect identification from online discussion forums

Yao Liu, Cuiqing Jiang, Huimin Zhao · Decision Support Systems · 2017 · 115 citations

, , +15

POSREG: proteomic signature discovered by simultaneously optimizing its reproducibility and generalizability

Fengcheng Li, Ying Zhou, Ying Zhang et al. · Briefings in Bioinformatics · 2022 · 105 citations

, , +15

An ensemble feature selection method for high-dimensional data based on sort aggregation

Jie Wang, Jing Xu, Chengan Zhao et al. · Systems Science & Control Engineering · 2019 · 87 citations · Full text

, , +17

1–5 of 54

Authors

228

  1. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    2 publications · 49 citations

    2

    h-index

  2. HS
    Hana Sulieman

    American University of Sharjah, United Arab Emirates

    2 publications · 78 citations

    2

    h-index

  3. DJ
    David J. Dittman

    Florida Atlantic University, United States

    2 publications · 49 citations

    2

    h-index

  4. AA
    Ayman Alzaatreh

    American University of Sharjah, United Arab Emirates

    2 publications · 78 citations

    2

    h-index

  5. RW
    Randall Wald

    Florida Atlantic University, United States

    2 publications · 49 citations

    2

    h-index

1–5 of 228

Institutions

120

  1. Florida Atlantic University

    Boca Raton, United States

    2 h-index

    7 publications

    166 citations

  2. American University of Sharjah

    Sharjah, United Arab Emirates

    2 h-index

    7 publications

    268 citations

  3. Hefei University of Technology

    Hefei, China

    2 h-index

    6 publications

    290 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    4 publications

    122 citations

  5. Deakin University

    Burwood, Australia

    2 h-index

    3 publications

    58 citations

  6. Mawlana Bhashani Science and Technology University

    Dhaka, Bangladesh

    2 h-index

    2 publications

    40 citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    1 h-index

    2 publications

    40 citations

  8. Wuhan University

    Wuhan, China

    1 h-index

    4 publications

    152 citations

1–8 of 120

Venues

  1. Decision Support Systems

    2 publications · 137 citations

    2

    h-index

  2. Neurocomputing

    2 publications · 155 citations

    2

    h-index

  3. Entropy

    2 publications · 64 citations

    2

    h-index

  4. Smart Materials and Structures

    SMS · 1 publications · 23 citations

    1

    h-index

  5. Measurement

    1 publications · 141 citations

    1

    h-index

1–5