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Lessons from Example
- generate & test has the following characteristics:
- it separates the different types of knowledge;
- it is not efficient (all possible designs are generated);
- It may not terminate if the design space is infinite.
- From the literature on expert systems [Stefik et al., 1983]:
- “an important issue is the distribution of knowledge between the generator and the tester: putting as much knowledge as possible into the generator often leads to a more efficient search.”
- A much more clever strategy is therefore to use these knowledge types to guide the generation of possible designs.
- However to do so requires strong assumptions about the domain knowledge.
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