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What is Fault Diagnosis

Encyclopedia of Artificial Intelligence
An action of identifying a malfunctioning system based on observing its behaviour.
Published in Chapter:
Decision Tree Applications for Data Modelling
Man Wai Lee (Brunel University, UK), Kyriacos Chrysostomou (Brunel University, UK), Sherry Y. Chen (Brunel University, UK), and Xiaohui Liu (Brunel University, UK)
Copyright: © 2009 |Pages: 6
DOI: 10.4018/978-1-59904-849-9.ch067
Abstract
Many organisations, nowadays, have developed their own databases, in which a large amount of valuable information, e.g., customers’ personal profiles, is stored. Such information plays an important role in organisations’ development processes as it can help them gain a better understanding of customers’ needs. To effectively extract such information and identify hidden relationships, there is a need to employ intelligent techniques, for example, data mining. Data mining is a process of knowledge discovery (Roiger & Geatz, 2003). There are a wide range of data mining techniques, one of which is decision trees. Decision trees, which can be used for the purposes of classifications and predictions, are a tool to support decision making (Lee et al., 2007). As a decision tree can accurately classify data and make effective predictions, it has already been employed for data analyses in many application domains. In this paper, we attempt to provide an overview of the applications that decision trees can support. In particular, we focus on business management, engineering, and health-care management. The structure of the paper is as follows. Firstly, Section 2 provides the theoretical background of decision trees. Section 3 then moves to discuss the applications that decision trees can support, with an emphasis on business management, engineering, and health-care management. For each application, how decision trees can help identify hidden relationships is described. Subsequently, Section 4 provides a critical discussion of limitations and identifies potential directions for future research. Finally, Section 5 presents the conclusions of the paper.
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More Results
Advances in Fault-Tolerant Multi-Agent Systems
The diagnosis process is triggered by a detected deviation from the expected behavior of a given system, whose aim is to identify the origin of the failure, i.e. to locate all contributors for the unexpected event.
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