Data preparation

by

Data preparation

Andrzej Kochański

Instytut Technik Wytwarzania, Politechnika Warszawska.

DOI:

https://doi.org/10.7494/cmms.2010.1.0273

Abstract:

The paper presents the current state of the art in the area of data preparation. It proposes a complete methodology for industrial data preparation, as well as a nomenclature connected with the proposed methodology. The reasons behind the need to develop a new methodology are explained. The relevant notions, such as process, stage, task, operation, technique or method, are defined. The paper contains a diagrammatic representation of the proposed methodology.

Cite as:

Kochański, A., (2010). Data preparation. Computer Methods in Materials Science, 10(1), 25 – 29. https://doi.org/10.7494/cmms.2010.1.0273

Article (PDF):

Keywords:

Data mining, Data preparation, Taxonomy, Data cleaning, Data integration, Data transformation, Data reduction

References:

Han, J., Kamber, M., 2001, Data Mining. Concepts and Techniques, Morgan Kaufmann Publisher, San Francisco.

Kusiak, A., 2001, Feature Transformation Methods in Data Mining, IEEE Transactions on Electronics Packaging Manufacturing, 24,3,214-221.

Larose, D. T., 2008, Metody i modele eksploracji danych, Wydawnictwo Naukowe PWN, Warszawa, (in Polish).

Liu, H., Motoda, H., Yu, L., 2003, Feature Extraction, Selection, and Construction, The Handbook of Data Mining, ed. Nong Ye, Lawrence Erlbaum Associates, New Jersey.

Masters, T., 1996, Sieci neuronowe w praktyce, programowanie w języku C++, Wydawnictwo Naukowo-Techniczne, Warszawa, (in Polish).

McCue, C, 2007, Data Mining and Predictive Analysis: Intelligence Gathering and Crime Analysis, Butterworth-Heinemann, Burlington.

Pyle, D., 1999, Data Preparation for Data Mining, Morgan Kaufmann Publisher, San Francisco.

Pyle, D., 2003, Data Collection, Preparation, Quality, and Visualization, The Handbook of Data Mining ed. Nong Ye, Lawrence Erlbaum Associates, New Jersey.

Refaat, M., 2007, Data Preparation for Data Mining Using SAS, Morgan Kaufmann Publisher, San Francisco.

Weiss, S. M., Indurkhya, N., 1998, Predictive Data Mining: a practical guide, Morgan Kaufmann Publisher, San Francisco.

Witten, LH., Frank, E., 2005, Data Mining. Practical Machine Learning Tools and Techniques, 2nd ed., Elsevier Inc., San Francisco.