Operations Research

Download Developing Industrial Case-Based Reasoning Applications: The by Ralph Bergmann, Klaus-Dieter Althoff, Sean Breen, Mehmet PDF

By Ralph Bergmann, Klaus-Dieter Althoff, Sean Breen, Mehmet Göker, Michel Manago, Ralph Traphöner, Stefan Wess

In simply few years, case-based reasoning has advanced from a learn subject studied at a small variety of really expert educational labs into an industrial-strength know-how utilized in quite a few fields. The INRECA method awarded intimately during this monograph presents an information research framework for constructing case-based reasoning recommendations for winning purposes in real-world commercial contexts.

The ebook is split into elements on:

- smarter enterprise with case-based choice support;
- constructing case-based purposes utilizing the INRECA technique; and
- utilizing the technique in a variety of software domains.

The booklet presents a self-contained creation to case-based reasoning functions that tackle either R&D pros and basic IT managers attracted to this robust new technology.

In this moment version, advancements and updates were included during the textual content. relatively beneficial is the systematic assurance of expertise manufacturing unit functions at a variety of steps; and, after all, the references were prolonged substantially.

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Extra resources for Developing Industrial Case-Based Reasoning Applications: The INRECA Methodology

Example text

Value-added resellers) who not only don’t understand the core technology but don’t care. 7 How Are Cases Retrieved? A CBR system needs some mechanism for retrieving similar cases from the case base. There are different approaches, depending on the case representation that was chosen. Text-based CBR systems use a keyword-driven approach. Conversational CBR systems usually have a hard-coded selection approach. CBR systems that follow the structured data approach sometimes offer the possibility of customizing the way the similarity is computed.

3. An object-oriented domain model for sales support of PCs Another important aspect of the structural CBR approach is that each attribute has a specific type. The attribute can be a symbol that takes one or several predefined values in a list. For example, the manufacturer of the PC may be Dell, IBM, Hewlett Packard, etc. The data type can also be a number (integer or real) within a certain range. For example, the price of a PC is a number between $800 and $6,000. Some CBR systems provide additional powerful attribute types.

The first step in building a case-based application is to decide how to represent a case inside the computer. ), how the CBR retrieval engine will perform, and what kind of knowledge can be discovered by the data mining engine. In commercially available systems, there are different approaches to case representation and, related to that, different techniques for case-based 20 1. Making Smarter Business Decisions in Less Time reasoning: the textual CBR approach, the conversational CBR approach, and the structural CBR approach.

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