Concepedia

Unsupervised Feature Selection

Unsupervised Feature Selection is a feature selection paradigm that identifies and retains the most relevant subset of features from high-dimensional data without relying on labeled outcomes, typically by leveraging intrinsic data structures, statistical dependencies, or geometric properties to preserve maximal information or discriminative capacity inherent in the unlabeled data.

1.4K

Publications

99.3K

Citations

3.9K

Authors

1.4K

Institutions

Publications per year

2017–2026

777

Parents

Publications

1.4K

A survey on feature selection methods

Girish Chandrashekar, Ferat Sahin · Computers & Electrical Engineering · 2013 · 5.1K citations

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A Comparative Study on Feature Selection in Text Categorization

Yiming Yang, Jan Pedersen · 1997 · 4.8K citations

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Feature selection in machine learning: A new perspective

Jie Cai, Jiawei Luo, Shulin Wang et al. · Neurocomputing · 2018 · 2.1K citations

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Laplacian Score for Feature Selection

Xiaofei He, Deng Cai, Partha Niyogi · 2005 · 1.8K citations

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A Deep Learning Approach to Network Intrusion Detection

Nathan Shone, Trần Nguyên Ngọc, Qi Shi · IEEE Transactions on Emerging Topics in Computational Intelligence · 2018 · 1.7K citations · Full text

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1–5 of 1.4K

Authors

3.9K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    34 publications · 3.2K citations

    27

    h-index

  2. XL
    Xuelong Li

    Northwestern Polytechnical University, China

    26 publications · 1.3K citations

    20

    h-index

  3. YT
    Y‐h. Taguchi

    Chuo University, Japan

    17 publications · 466 citations

    14

    h-index

  4. TL
    Tianrui Li

    Southwest Jiaotong University, China

    12 publications · 731 citations

    13

    h-index

  5. HL
    Huan Liu

    University of Wollongong, Australia

    14 publications · 2.8K citations

    13

    h-index

1–5 of 3.9K

Institutions

1.4K

  1. Northwestern Polytechnical University

    Xi'an, China

    29 h-index

    124 publications

    7.8K citations

  2. Chinese Academy of Sciences

    Beijing, China

    28 h-index

    78 publications

    8K citations

  3. University of Electronic Science and Technology of China

    Chengdu, China

    20 h-index

    47 publications

    4K citations

  4. Arizona State University

    Tempe, United States

    18 h-index

    40 publications

    6.1K citations

  5. Tsinghua University

    Beijing, China

    17 h-index

    44 publications

    1.4K citations

  6. Southwest Jiaotong University

    Chengdu, China

    17 h-index

    56 publications

    3.8K citations

  7. Indian Statistical Institute

    Kolkata, India

    16 h-index

    32 publications

    6.1K citations

  8. Chuo University

    Hachiōji, Japan

    14 h-index

    21 publications

    712 citations

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Venues

  1. Expert Systems with Applications

    58 publications · 4.9K citations

    36

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  2. Pattern Recognition

    46 publications · 4.2K citations

    36

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  3. Knowledge-Based Systems

    45 publications · 2.9K citations

    30

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  4. Neurocomputing

    45 publications · 4K citations

    29

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  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 27 publications · 2.4K citations

    25

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