By Sankar K. Pal, Simon C. K. Shiu
- presents a self-contained description of this significant point of knowledge processing and determination aid technology.
- offers uncomplicated definitions, rules, purposes, and an in depth bibliography.
- Covers various real-world examples together with keep watch over, info mining, and development recognition.
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Extra info for Foundations of Soft Case-Based Reasoning
Example text
Step 4. If some cases have identical values for all features, retain one of these cases and remove the rest. In this example, since the case library available is small, the principal task is to remove the redundant cases. However, with each increase in case library size, more maintenance will be required. 10 CASE-BASED REASONING: METHODOLOGY OR TECHNOLOGY? Is CBR a technology, such as linear programming, neural networks, genetic algorithms, fuzzy logic, and probabilistic reasoning, or just a methodology for problem solving similar to structured systems analysis and design methodology?
In these types of systems, specific criteria are needed to decide which cases will be stored and which will be discarded. For example, in a situation where two or more cases are very similar, only one case may need to be stored. Alternatively, it may be possible to create an artificial case that is a generalization of two or more cases that describe actual incidents or problems. By creating generalized cases, the most important aspects of a case need to be stored only once. When choosing a representation format for a case, there are many choices and many factors to consider.
One of the common techniques that a student will use is to present evidence that in another course, or with another lecturer or teacher, their request has been granted in a similar situation, with similar underlying rules. This sort of reasoning, very common in law domains, illustrates another way in which case-based reasoning systems can be implemented. Just as an attorney argues a point in court by references to previous cases and the precedents they set, CBR systems can refer to a case base containing court cases and find cases that have characteristics similar to those of the current one.
