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Getting the results of mining into the hands of business people, or into operational systems, often required teams of people to process the results, produce high-level reports, and include models in operational systems. Today, there are commercial tools with standard and state-ofthe-art algorithms that can automate much of the data mining 18 Chapter 1 Overview of Data Mining process. Such tools can produce good results, but the expert data miner may be able to produce superior results through custom analysis and crafty techniques.

Artificial Intelligence (AI) is described as “the science and engineering of making intelligent machines, especially intelligent computer programs. It is related to the similar task of using computers to understand human intelligence, but AI does not have to confine itself to methods that are biologically observable” [McCarthy 2004]. AI is very broad and dates back to at least the 1950s. As such, there are several branches of artificial intelligence: logical AI, search, pattern recognition, representation, interference, common sense knowledge and reasoning, learning from experience, among others.

Being able to classify individuals efficiently as high, medium, or low value, or as representing a specific dollar amount to the business, is a Minutes of Usage Possible Churner More likely Churner Account Terminated Time Figure 2-2 Customer J. Doe’s cellphone usage pattern. 30 Chapter 2 Solving Problems in Industry first step. Once we know which customers are high value, we can take steps to encourage them to remain customers, especially if we’ve identified them as likely to leave. Just as important as knowing which customers to keep is knowing which customers to let go.

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