J4 ›› 2013, Vol. 26 ›› Issue (4): 7-10.doi: 10.3976/j.issn.1002-4026.2013.04.002

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Integral operator based capacity dependent estimation

 GUO Qin1, CAI Bin-Lei2   

  1. 1. Quancheng College, University of Jinan, Yantai 265600, China; 2. Information Institute, Shandong Academy of Sciences, Jinan 250014, China
  • Received:2012-07-06 Published:2013-08-20 Online:2013-08-20

Abstract:

      We derive the consistency error bounds and improve the learning rate to O(m-β(1+2β)) by integral operator and assumption of probability random event, two capacity conditions dependent on the decay rates of the characteristic value of the integral operator and the assumption of independent and identical distribution.

Key words: integral operator, least squares regression, error bound, learning rate

CLC Number: 

  • O241.3

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