There are many kinds of optimizers, each with its own special strengths and weak nesses, advantages and disadvantages. Optimizers can be classified along such dimensions as human versus machine, complex versus simple, special purpose versus general purpose, and analytic versus stochastic.
All optimizers-regardless of kind, efficiency, or reliability-execute a search for the best of many potential solutions to a formally specified problem.
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