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An improved BP algorithm for pattern recognition

机译:一种改进的BP模式识别算法

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An improved BP algorithm for pattern recognition is proposed in this paper. By a function substitution for error measure, it resolves the inconsistency of BP algorithm for pattern recognition problems, i.e. the quadratic error is not sensitive to whether the training pattern is recognized correctly or not. Trained by this new method, the ocmputer simulation result shows that the convergence speed is increased to treble and performance of the network is better than conventional BP algorithm with momentum and adaptive step size.
机译:提出了一种改进的BP模式识别算法。通过函数替换错误度量,它解决了BP算法在模式识别问题上的不一致问题,即二次错误对训练模式是否正确识别不敏感。通过这种新方法的训练,计算机仿真结果表明,收敛速度提高到三倍,并且网络的性能优于具有动量和自适应步长的传统BP算法。

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