Concepedia

Feature Filtering

Feature Filtering is a data preprocessing technique in metabolomics quality control that selectively retains or removes molecular features from mass spectrometry datasets based on predefined criteria such as signal intensity, reproducibility, or detection frequency across samples to enhance data reliability and analytical performance.

142

Publications

9.7K

Citations

579

Authors

241

Institutions

Publications per year

2017–2026

73

Parents

Publications

142

Highly sensitive feature detection for high resolution LC/MS

Ralf Tautenhahn, Christoph Böttcher, Steffen Neumann · BMC Bioinformatics · 2008 · 1.2K citations · Full text

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Benchmark for filter methods for feature selection in high-dimensional classification data

Andrea Bommert, Xudong Sun, Bernd Bischl et al. · Computational Statistics & Data Analysis · 2019 · 729 citations · Full text

, , +16

An Adaptive Ensemble Machine Learning Model for Intrusion Detection

Xianwei Gao, Chun Shan, Changzhen Hu et al. · IEEE Access · 2019 · 506 citations · Full text

, , +17

Non-iterative, feature-preserving mesh smoothing

Thouis R. Jones, Frédo Durand, Mathieu Desbrun · 2003 · 423 citations · Full text

, , +16

Novel Unsupervised Feature Filtering of Biological Data

Roy Varshavsky, Assaf Gottlieb, Michal Linial et al. · Bioinformatics · 2006 · 337 citations · Full text

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1–5 of 142

Authors

579

  1. DH
    D. Horn

    Tel Aviv University, Israel

    3 publications · 419 citations

    3

    h-index

  2. TR
    Thouis R. Jones

    Broad Institute, United States

    2 publications · 754 citations

    2

    h-index

  3. RV
    Roy Varshavsky

    Tel Aviv University, Israel

    2 publications · 367 citations

    2

    h-index

  4. FD
    Frédo Durand

    Massachusetts Institute of Technology, United States

    2 publications · 754 citations

    2

    h-index

  5. PM
    Puspanjali Mohapatra

    International Institute of Information Technology, India

    2 publications · 24 citations

    2

    h-index

1–5 of 579

Institutions

241

  1. Zhejiang University

    Hangzhou, China

    4 h-index

    13 publications

    332 citations

  2. Tongji University

    Shanghai, China

    3 h-index

    11 publications

    262 citations

  3. Tel Aviv University

    Tel Aviv, Israel

    3 h-index

    7 publications

    846 citations

  4. University of Science and Technology of China

    Hefei, China

    3 h-index

    12 publications

    561 citations

  5. SLAC National Accelerator Laboratory

    Menlo Park, United States

    2 h-index

    2 publications

    242 citations

  6. International Institute of Information Technology

    Bhubaneswar, India

    2 h-index

    4 publications

    48 citations

  7. Stanford Synchrotron Radiation Lightsource

    Menlo Park, United States

    2 h-index

    2 publications

    242 citations

  8. Moscow Institute of Thermal Technology

    Moscow, Russia

    2 h-index

    4 publications

    1.5K citations

1–8 of 241

Venues

  1. IEEE Access

    6 publications · 701 citations

    6

    h-index

  2. Bioinformatics

    4 publications · 685 citations

    4

    h-index

  3. 3

    h-index

  4. Expert Systems with Applications

    3 publications · 323 citations

    3

    h-index

  5. Analytical Chemistry

    3 publications · 151 citations

    3

    h-index

1–5