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What is Predictive Mining Technique

Encyclopedia of Artificial Intelligence
Data mining technique that induces a model from historical data in supervised manner, and uses the model to predict some characteristic of new data.
Published in Chapter:
Association Rule Mining
Vasudha Bhatnagar (University of Delhi, India) and Sarabjeet Kochhar (University of Delhi, India)
Copyright: © 2009 |Pages: 7
DOI: 10.4018/978-1-59904-849-9.ch027
Abstract
Data mining is a field encompassing study of the tools and techniques to assist humans in intelligently analyzing (mining) mountains of data. Data mining has found successful applications in many fields including sales and marketing, financial crime identification, portfolio management, medical diagnosis, manufacturing process management and health care improvement etc.. Data mining techniques can be classified as either descriptive or predictive techniques. Descriptive techniques summarize / characterize general properties of data, while predictive techniques construct a model from the historical data and use it to predict some characteristics of the future data. Association rule mining, sequence analysis and clustering are key descriptive data mining techniques, while classification and regression are predictive techniques. The objective of this article is to introduce the problem of association rule mining and describe some approaches to solve the problem.
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