Concepedia

Data Preprocessing

Data Preprocessing is a foundational step in data analysis and machine learning that involves transforming raw data into a clean, consistent, and structured format suitable for mining and predictive modeling by applying techniques such as cleaning, integration, transformation, and reduction.

9.3K

Publications

748.6K

Citations

23.4K

Authors

5K

Institutions

Publications per year

2017–2026

3.6K

Parents

Children

Publications

9.3K

Classification and Regression Trees.

Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.9K citations

, , +13

Classification and Regression Trees.

John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations

, , +13

Mining association rules between sets of items in large databases

Rakesh Agrawal, Tomasz Imieliński, Arun Swami · 1993 · 14.8K citations · Full text

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Learning from Imbalanced Data

Haibo He, Edwardo A. Garcia · IEEE Transactions on Knowledge and Data Engineering · 2009 · 9.7K citations

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Fast Algorithms for Mining Association Rules in Large Databases

Rakesh Agrawal, Ramakrishnan Srikant · Very Large Data Bases · 1994 · 9.4K citations

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1–5 of 9.3K

Authors

23.4K

  1. FH
    Francisco Herrera

    Universidad de Granada, Spain

    54 publications · 13.4K citations

    37

    h-index

  2. WP
    Witold Pedrycz

    University of Alberta, Canada

    69 publications · 5.1K citations

    37

    h-index

  3. TH
    Tzung‐Pei Hong

    National University of Kaohsiung, Taiwan

    50 publications · 2.8K citations

    30

    h-index

  4. TL
    Tianrui Li

    Southwest Jiaotong University, China

    30 publications · 2.3K citations

    24

    h-index

  5. UY
    Unil Yun

    Sejong University, South Korea

    27 publications · 1.6K citations

    23

    h-index

1–5 of 23.4K

Institutions

5K

  1. Universidad de Granada

    Granada, Spain

    52 h-index

    311 publications

    50.9K citations

  2. University of Alberta

    Edmonton, Canada

    41 h-index

    125 publications

    8.8K citations

  3. Harbin Institute of Technology

    Harbin, China

    35 h-index

    134 publications

    11.7K citations

  4. Tsinghua University

    Beijing, China

    33 h-index

    127 publications

    10.1K citations

  5. Polish Academy of Sciences

    Warsaw, Poland

    33 h-index

    66 publications

    3.3K citations

  6. Southwest Jiaotong University

    Chengdu, China

    32 h-index

    135 publications

    9.7K citations

  7. University of Technology Sydney

    Sydney, Australia

    32 h-index

    104 publications

    7.4K citations

  8. King Abdulaziz University

    Jeddah, Saudi Arabia

    32 h-index

    75 publications

    4K citations

1–8 of 5K

Venues

  1. Expert Systems with Applications

    305 publications · 18.1K citations

    71

    h-index

  2. Information Sciences

    204 publications · 14.4K citations

    66

    h-index

  3. Fuzzy Sets and Systems

    130 publications · 16.4K citations

    63

    h-index

  4. Knowledge-Based Systems

    162 publications · 10.3K citations

    57

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 73 publications · 20.8K citations

    46

    h-index

1–5