Concepedia

Data Preparation

Data Preparation is a systematic preprocessing stage in predictive analytics that involves cleaning, transforming, and organizing raw data to meet the quality and structural requirements necessary for accurate model development and analysis.

558

Publications

52K

Citations

1.8K

Authors

784

Institutions

Publications per year

2017–2026

311

Parents

Children

Publications

558

Building Predictive Models in <i>R</i> Using the <b>caret</b> Package

Max Kühn · Journal of Statistical Software · 2008 · 9.3K citations · Full text

, , +15

Reshaping Data with the<b>reshape</b>Package

Hadley Wickham · Journal of Statistical Software · 2007 · 2.9K citations · Full text

, , +14

Computational procedures for probing interactions in OLS and logistic regression: SPSS and SAS implementations

Andrew F. Hayes, Jörg Matthes · Behavior Research Methods · 2009 · 2.4K citations · Full text

, , +13

Predicting stock and stock price index movement using Trend Deterministic Data Preparation and machine learning techniques

Jigar Patel, Sahil Shah, Priyank Thakkar et al. · Expert Systems with Applications · 2014 · 1.1K citations

, , +16

Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results

Sandra Streukens, Sara Leroi‐Werelds · European Management Journal · 2016 · 1.1K citations

, , +10

1–5 of 558

Authors

1.8K

  1. FH
    Francisco Herrera

    Universidad de Granada, Spain

    7 publications · 1.6K citations

    7

    h-index

  2. SG
    Salvador García

    Universidad de Granada, Spain

    6 publications · 1.6K citations

    6

    h-index

  3. NW
    Norman W. Paton

    University of Manchester, United Kingdom

    6 publications · 170 citations

    6

    h-index

  4. JL
    Julián Luengo

    Universidad de Granada, Spain

    6 publications · 1.1K citations

    6

    h-index

  5. SE
    Steven Euijong Whang

    Google (United States), United States

    5 publications · 653 citations

    5

    h-index

1–5 of 1.8K

Institutions

784

  1. University of California, Berkeley

    Berkeley, United States

    8 h-index

    21 publications

    1.1K citations

  2. Universidad de Granada

    Granada, Spain

    8 h-index

    31 publications

    6.3K citations

  3. Utrecht University

    Utrecht, The Netherlands

    7 h-index

    12 publications

    646 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    10 publications

    580 citations

  5. University of Coimbra

    Coimbra, Portugal

    6 h-index

    9 publications

    700 citations

  6. University of Washington

    Seattle, United States

    6 h-index

    8 publications

    624 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    6 h-index

    9 publications

    630 citations

  8. University of Manchester

    Manchester, United Kingdom

    6 h-index

    23 publications

    545 citations

1–8 of 784

Venues

  1. arXiv (Cornell University)

    Repository · 19 publications · 969 citations

    15

    h-index

  2. Proceedings of the VLDB Endowment

    PVLDB · 9 publications · 392 citations

    10

    h-index

  3. Journal of Statistical Software

    JSS · 6 publications · 13.6K citations

    6

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 5 publications · 317 citations

    5

    h-index

  5. Neurocomputing

    5 publications · 659 citations

    5

    h-index

1–5