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- W4288347725 abstract "Algorithms typically come with tunable parameters that have a considerable impact on the computational resources they consume. Too often, practitioners must hand-tune the parameters, a tedious and error-prone task. A recent line of research provides algorithms that return nearly-optimal parameters from within a finite set. These algorithms can be used when the parameter space is infinite by providing as input a random sample of parameters. This data-independent discretization, however, might miss pockets of nearly-optimal parameters: prior research has presented scenarios where the only viable parameters lie within an arbitrarily small region. We provide an algorithm that learns a finite set of promising parameters from within an infinite set. Our algorithm can help compile a configuration portfolio, or it can be used to select the input to a configuration algorithm for finite parameter spaces. Our approach applies to any configuration problem that satisfies a simple yet ubiquitous structure: the algorithm's performance is a piecewise constant function of its parameters. Prior research has exhibited this structure in domains from integer programming to clustering." @default.
- W4288347725 created "2022-07-29" @default.
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- W4288347725 date "2019-05-26" @default.
- W4288347725 modified "2023-09-28" @default.
- W4288347725 title "Learning to Optimize Computational Resources: Frugal Training with Generalization Guarantees" @default.
- W4288347725 doi "https://doi.org/10.48550/arxiv.1905.10819" @default.
- W4288347725 hasPublicationYear "2019" @default.
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