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March 1, 2009IEEE Intelligent Systems1,815 citations

The Unreasonable Effectiveness of Data

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AHAlon HalevyPNPeter NorvigFPFernando Pereira

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Abstract

Problems that involve interacting with humans, such as natural language understanding, have not proven to be solvable by concise, neat formulas like F = ma. Instead, the best approach appears to be to embrace the complexity of the domain and address it by harnessing the power of data: if other humans engage in the tasks and generate large amounts of unlabeled, noisy data, new algorithms can be used to build high-quality models from the data.

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Cite This Study

Halevy et al. (2009) studied this question.

synapsesocial.com/papers/6a00270f4716aad0cc8599e2https://doi.org/10.1109/mis.2009.36
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