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Convexification method of training neural networks and estimating regression models

  • US 7,082,420 B2
  • Filed: 07/13/2002
  • Issued: 07/25/2006
  • Est. Priority Date: 07/13/2002
  • Status: Expired due to Fees
First Claim
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1. A method of training a neural system that comprises a neural network, said method comprising the steps ofevaluating a risk-averting error criterion;

  • adjusting at least one weight of said neural network to reduce a value of said risk-averting error criterion; and

    adjusting a risk-sensitivity index of said risk-averting error criterion,wherein said risk-averting error criterion comprises an exponential function of an output of said neural system.

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