Concepedia

Linear Discriminant Analysis

Linear Discriminant Analysis is a supervised linear transformation technique used in dimensionality reduction that maximizes class separability by projecting features onto a lower-dimensional space while preserving discriminative information.

13.7K

Publications

923.1K

Citations

43.6K

Authors

7.6K

Institutions

Publications per year

2017–2026

2.9K

Parents

Publications

13.7K

Multivariate Data Analysis.

H. Herne, William W. Cooley, Paul R. Lohnes · Journal of the Royal Statistical Society Series A (General) · 1973 · 35.9K citations

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Bootstrap Methods: Another Look at the Jackknife

B. Efron · The Annals of Statistics · 1979 · 17.4K citations · Full text

, , +15

Convergent and discriminant validation by the multitrait-multimethod matrix.

Donald T. Campbell, Donald W. Fiske · Psychological Bulletin · 1959 · 17.1K citations · Full text

, , +6

FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY

Edward I. Altman · The Journal of Finance · 1968 · 13.6K citations

, , +16

Eigenfaces vs. Fisherfaces: recognition using class specific linear projection

Peter N. Belhumeur, João P. Hespanha, David Kriegman · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1997 · 11.8K citations

, , +11

1–5 of 13.7K

Authors

43.6K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    39 publications · 2.7K citations

    27

    h-index

  2. BS
    Berkman Sahiner

    University of Michigan, United States

    32 publications · 2.9K citations

    26

    h-index

  3. HC
    Heang‐Ping Chan

    University of Michigan, United States

    32 publications · 2.9K citations

    25

    h-index

  4. DZ
    David Zhang

    Hong Kong Polytechnic University, Hong Kong SAR China

    31 publications · 3.2K citations

    24

    h-index

  5. JY
    Jieping Ye

    Arizona State University, United States

    29 publications · 3.6K citations

    23

    h-index

1–5 of 43.6K

Institutions

7.6K

  1. Chinese Academy of Sciences

    Beijing, China

    47 h-index

    279 publications

    15.5K citations

  2. University of Michigan

    Ann Arbor, United States

    45 h-index

    289 publications

    23.6K citations

  3. University of California, Los Angeles

    Los Angeles, United States

    44 h-index

    173 publications

    26.8K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    42 h-index

    436 publications

    31K citations

  5. Stanford University

    Stanford, United States

    42 h-index

    126 publications

    33.6K citations

  6. University of Toronto

    Toronto, Canada

    39 h-index

    141 publications

    18.8K citations

  7. University of Minnesota

    Minneapolis, United States

    38 h-index

    182 publications

    15.3K citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    38 h-index

    124 publications

    21.1K citations

1–8 of 7.6K

Venues

  1. 65

    h-index

  2. Journal of Agricultural and Food Chemistry

    150 publications · 10.3K citations

    64

    h-index

  3. Pattern Recognition

    171 publications · 13.1K citations

    55

    h-index

  4. PubMed

    Repository · 245 publications · 13.4K citations

    47

    h-index

  5. Journal of the American Statistical Association

    80 publications · 18.3K citations

    45

    h-index

1–5