articleIEEE Intelligent SystemsMar 1, 2009Closed access

The Unreasonable Effectiveness of Data

Google (United States)

Indexed incrossref

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.

Citation impact

1,784
total citations
FWCI
73.35
Percentile
100%
References
19
Citations per year

Authors

3

Topics & keywords

Keywords
  • Computer science
  • Domain (mathematical analysis)
  • Expressive power
  • Data quality
  • Artificial intelligence
  • Natural language
  • Quality (philosophy)
  • Theoretical computer science
UN Sustainable Development Goals
  • Quality Education
No related works found for this paper.