Concepedia

Rule-based Classification

Rule-Based Classification is a classification method that assigns land cover categories to input data based on a predefined set of deterministic rules derived from domain knowledge, spectral thresholds, or logical conditions, distinguishing it from statistical or machine learning approaches by its reliance on explicit, human-defined criteria.

1K

Publications

57.9K

Citations

2.5K

Authors

1K

Institutions

Publications per year

2017–2026

212

Parents

Publications

1K

Very Simple Classification Rules Perform Well on Most Commonly Used Datasets

Robert C. Holte · Machine Learning · 1993 · 1.8K citations · Full text

, , +10

Applied Discriminant Analysis.

David J. Hand, Carl J. Huberty · Biometrics · 1995 · 992 citations

, , +16

CPAR: Classification based on Predictive Association Rules

Xiaoxin Yin, Jiawei Han · 2003 · 820 citations · Full text

, , +15

Rule-plus-exception model of classification learning.

Robert M. Nosofsky, Thomas J. Palmeri, Stephen C. McKinley · Psychological Review · 1994 · 808 citations

, , +14

Training and assessing classification rules with imbalanced data

Giovanna Menardi, Nicola Torelli · Data Mining and Knowledge Discovery · 2012 · 763 citations

, , +14

1–5 of 1K

Authors

2.5K

  1. HI
    Hisao Ishibuchi

    Osaka Prefecture University, Japan

    43 publications · 3.5K citations

    22

    h-index

  2. FH
    Francisco Herrera

    Universidad de Granada, Spain

    26 publications · 3.4K citations

    21

    h-index

  3. HB
    Humberto Bustince

    Universidad Pública de Navarra (UPNA), Spain

    23 publications · 1.9K citations

    19

    h-index

  4. JS
    José Sanz

    Universidad Pública de Navarra (UPNA), Spain

    21 publications · 1.9K citations

    18

    h-index

  5. TN
    Tomoharu Nakashima

    Osaka Prefecture University, Japan

    16 publications · 1.5K citations

    13

    h-index

1–5 of 2.5K

Institutions

1K

  1. Universidad de Granada

    Granada, Spain

    23 h-index

    66 publications

    7.7K citations

  2. Osaka Prefecture University

    Sakai, Japan

    23 h-index

    103 publications

    8.7K citations

  3. Universidad de Jaén

    Jaén, Spain

    18 h-index

    25 publications

    3.9K citations

  4. Universidad Pública de Navarra (UPNA)

    Pamplona, Spain

    17 h-index

    74 publications

    7K citations

  5. Universidade Federal do Rio Grande

    Rio Grande, Brazil

    11 h-index

    20 publications

    1.6K citations

  6. Universiti Putra Malaysia

    Seri Kembangan, Malaysia

    10 h-index

    35 publications

    1.3K citations

  7. Tsinghua University

    Beijing, China

    10 h-index

    37 publications

    2.7K citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    9 h-index

    24 publications

    1.2K citations

1–8 of 1K

Venues

  1. IEEE Transactions on Fuzzy Systems

    TFS · 33 publications · 4.6K citations

    28

    h-index

  2. Information Sciences

    21 publications · 1.6K citations

    21

    h-index

  3. Expert Systems with Applications

    20 publications · 836 citations

    16

    h-index

  4. Knowledge-Based Systems

    17 publications · 815 citations

    16

    h-index

  5. International Journal of Remote Sensing

    18 publications · 767 citations

    15

    h-index

1–5