By Sankar K. Pal, Simon C. K. Shiu
- offers a self-contained description of this crucial element of data processing and determination aid technology.
- provides easy definitions, ideas, purposes, and a close bibliography.
- Covers more than a few real-world examples together with keep watch over, facts mining, and development recognition.
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Extra info for Foundations of Soft Case-Based Reasoning
Reducing the knowledge acquisition task. By eliminating the need to extract of a model or a set of rules, as is necessary in model/rule-based systems, the 10 INTRODUCTION knowledge acquisition tasks of CBR consist primarily of the collection of relevant existing experiences/cases and their representation and storage. 2. Avoiding repeating mistakes made in the past. In systems that record failures as well as successes, and perhaps the reason for those failures, information about what caused failures in the past can be used to predict potential failures in the future.
This hybrid integration promises to provide more intelligent systems (in terms of parallelism, fault tolerance, adaptivity, and uncertainty management) able to handle real-life ambiguous recognition or decision-making problems. Evolutionary computing (EC) involves adaptive techniques that are used to solve search and optimization problems inspired by the biological principles of natural selection and genetics. In EC, each individual is represented as a string of binary values; populations of competing individuals evolve over many generations according to some ﬁtness function.
When a person encounters a new situation or problem, he or she will often refer to a past experience of a similar problem. This previous experience may be one that they have had or one that another person has experienced. If the experience originates from another person, the case will have been added to the (human) reasoner’s memory through either an oral or a written account of that experience. In general, we have referred to case-based reasoning as being applied to problem solving. Case-based reasoning can also be used in other ways, most notably that of arguing a point of view.