Sample size selection in optimization methods for machine learning. Byrd, R., Chin, G., Nocedal, J., & Wu, Y. Mathematical Programming, 134(1):127–155, 2012.
bibtex   
@Article{Byrd2012,
  author       = {R.H. Byrd and G.M. Chin and J. Nocedal and Y. Wu},
  title        = {Sample size selection in optimization methods for machine learning},
  volume       = {134},
  number       = {1},
  pages        = {127--155},
  year         = {2012},
  journal = {Mathematical Programming},
}

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