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Algorithm Synthesis from Examples as a Niche of Learning

4 Algorithm Synthesis from Examples as a Niche of Learning [Pg.39]

The synthesis of algorithms from examples is a machine learning task as it falls into the category of empirical learning from examples. Indeed, let s state the objectives of both fields  [Pg.39]

The renaming substitutions to pass from one objective to the other one are obvious. [Pg.40]

But algorithm synthesis from examples is a highly specialized niche within empirical learning from examples. Table 3-1 summarizes the differences between the concerns of algorithm synthesis (as we view it) and the mainstream concerns (so far) of empirical learning. [Pg.40]

Specifying agent human or machine often a human being [Pg.40]


Table 3-1 Algorithm synthesis from examples as a niche of learning... Table 3-1 Algorithm synthesis from examples as a niche of learning...



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A*-Algorithm

Algorithm synthesis

Algorithmic learning

Algorithmic synthesis

Examples of Syntheses

Learning from

Learning from examples

Niching

Synthesis examples

Synthesis from examples

Synthesis learning

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