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PL EN


2012 | 884 | 129-141

Article title

Charakterystyka wybranych etapów procedury przygotowania danych do budowy modeli data mining

Title variants

EN
The Data Preparation Process for Building Data Mining Models

Languages of publication

PL

Abstracts

EN
The article examines the data preparation process that serves as the initial step in building data mining models. Following a short introduction to the stages of data pre-processing procedure, the main rules for creating derived variables are presented. The author describes ways of handling time variables and categorical variables and briefly looks at problems generated by the imprecise definition of variables, missing values and outliers.

Contributors

  • Uniwersytet Ekonomiczny w Krakowie, Katedra Analizy Rynku i Badań Marketingowych, ul. Rakowicka 27, 31-510 Kraków, Poland

References

  • Berry M.J.A, Linoff G.S. [2004], Data Mining Techniques for Marketing, Sales, and Customer Relationship Management, 2 ed., Wiley Publishing, Indianapolis.
  • Berry M.J.A., Linoff G.S. [2000], Mastering Data Mining. The Art and Science of Customer Relationship Management, John Wiley & Sons, New York.
  • Giudici P. [2003], Applied Data Mining. Statistical Methods for Business and Industry, John Wiley & Sons, West Sussex.
  • Pawłowski Z. [1981], Elementy ekonometrii, PWN, Warszawa.
  • Pawłowski Z. [1982], Zasady predylekcji ekonometrycznej, PWN, Warszawa.
  • Pyle D. [1999], Data Preparation for Data Mining, Morgan Kaufmann, San Francisco.

Document Type

Publication order reference

Identifiers

YADDA identifier

bwmeta1.element.desklight-ea094687-b9fc-411b-985e-22a51bd6bdca
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