No free lunch for early stopping

Cataltepe Z. , ABU-MOSTAFA Y., MAGDON-ISMAIL M.

NEURAL COMPUTATION, cilt.11, ss.995-1009, 1999 (SCI İndekslerine Giren Dergi) identifier identifier

  • Cilt numarası: 11 Konu: 4
  • Basım Tarihi: 1999
  • Doi Numarası: 10.1162/089976699300016557
  • Dergi Adı: NEURAL COMPUTATION
  • Sayfa Sayıları: ss.995-1009

Özet

We show that with a uniform prior on models having the same training error, early stopping at some fixed training error above the training error minimum results in an increase in the expected generalization error.