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+常规神经网络并不能考虑时间序列的特征(比如前天+昨天+今天或者带有前后关联的特征),现在每个特征都是独立考虑的,那么如果有这样的特征,网络应该怎么学呢 + +![1609467376667](assets/1609467376667.png) + +> 而递归递归网络hidden这里的转回箭头,表示训练完第一个X后,再拿回来去训练第二个X,即前一次训练的结果对后一次的训练结果产生影响。 + +![1609469515280](assets/1609469515280.png) + +> 类似现在有X0、X1、X2 ... Xt,假设X0就是本月的1号,X1就是2号以此类推,Xt就是昨天,这样是不是就是一个时间序列。 +> +> X输入后有了h,h是中间的结果,每个h保证能联合前一个的h。 + + + +#### LSTM网络 + +RNN的问题在于,每一次的h只考虑前一个,当h到最后的时候,它只考虑n-1的h,这样对吗?或者说越后面的时间的数据一定越重要吗?我们是不是应该考虑每个时间的数据 + +![1609470667941](assets/1609470667941.png) + +- C:控制参数,决定什么样的信息会被保留什么样的会被遗忘。 + +- 门:一种让信息选择式通过的方法 + +- 每次计算的结果和前一轮的结果进行比较,选择要更新的信息 + + ![1609470919296](assets/1609470919296.png) +