机器学习——BP神经网络模型

2017-05-29 微天使 机器学习——BP神经网络模型

机器学习——BP神经网络模型

一、什么是BPBP(Back Propagation)网络是1986年由Rumelhart和McCelland为首的科学家小组提出,是一种按误差逆传播算法训练的多层前馈网络,是目前应用最广泛的神经网络模型之一。BP网络能学习和存贮大量的输入-输出模式映射关系,而无需事前揭示描述这种映射关系的数学方程。它的学习规则是使用梯度下降法,通过反向传播来不断调整网络的权值和阈值,使网络的误差平方和最小。BP神经网络模型拓扑结构包括输入层(input)、隐层(hide layer)和输出层(output layer)。我们现在来分析下这些话:“是一种按误差逆传播算法训练的多层前馈网络”BP是后向传播的英文缩写,那么传播对象是什么?传播的目的是什么?传播的方式是后向,可这又是什么意思呢。传播的对象是误差,传播的目的是得到所有层的估计误差,后向是说由后层误差推导前层误差:即BP的思想可以总结为利用输出后的误差来估计输出层的直接前导层的误差,再用这个误差估计更前一层的误差,如此一层一层的反传下去,就获得了所有其他各层的误差估计。 “BP神经网络模型拓扑结构包括输入层(input)、隐层(hid

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    2017-06-11 189****7206

    学习了谢谢分享。

    0

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    2017-06-09 130****4638

    学习了谢谢分享。

    0

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topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Wed May 31 08:01:53 CST 2017, time=2017-05-31, status=1, ipAttribution=)]
    2017-06-09 周周人

    学习。

    0

  4. 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createdName=周周人, createdTime=Thu Jun 08 07:16:51 CST 2017, time=2017-06-08, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=207829, encodeId=1cc520e82941, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=48, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=00501987275, createdName=130****4638, createdTime=Wed Jun 07 21:01:12 CST 2017, time=2017-06-07, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=206280, encodeId=26c420628087, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=30, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, 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topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Wed May 31 08:01:53 CST 2017, time=2017-05-31, status=1, ipAttribution=)]
    2017-06-08 周周人

    学习。

    0

  5. 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topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Wed May 31 08:01:53 CST 2017, time=2017-05-31, status=1, ipAttribution=)]
    2017-06-07 130****4638

    学习了谢谢分享。

    0

  6. 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topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Wed May 31 08:01:53 CST 2017, time=2017-05-31, status=1, ipAttribution=)]
    2017-06-04 189****7206

    学习了谢谢分享。

    0

  7. 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topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Wed May 31 08:01:53 CST 2017, time=2017-05-31, status=1, ipAttribution=)]
    2017-06-02 189****7206

    学习了谢谢分享。

    0

  8. 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  9. 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  10. 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topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=d41c2055892, createdName=184****9840, createdTime=Wed May 31 08:01:53 CST 2017, time=2017-05-31, status=1, ipAttribution=)]
    2017-05-31 184****9840

    学习了谢谢分享。

    0

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