在 中文 中使用 残差 的示例及其翻译为 英语
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为什么残差网络有用？?
如果实际体重为200磅，则残差为10。
残差就是剩下的东西-估计之后的剩余。
A residual is what's left over- the residue- after estimation.默认情况下，Minitab将计算残差偏差。
这些残差网络的集合在ImageNet测试集上取得了3.57%的错误率。
At ImageNet such residual nets achieve 3.57% error on the test set.从图8和9中可以看到，残差严重倾斜。
As we can see from figures 8 and 9, the residuals are heavily skewed.换句话说，残差和预测变量是不相关的。
In other words, the residuals and 在长度的较低一端，残差几乎都是正的；.
At the low end of the lengths, the residuals are almost all positive;这些残差网络的集合在ImageNet测试集上取得了3.57%的错误率。
An ensemble of these residual nets achieves 3.57% error on the ImageNet test set.由于C只学习残差，该模块叫作残差模块。
Since C is learning only the residual, the whole module is called residual module.残差块背后的想法是，当你的输入x通过conv-relu-conv系列层。
The idea behind a residual block is that you have your input x go through conv-relu-conv series.可以确认R*Z为零，并且残差R*x-b远远小于任一向量x（其中.
It can be confirmed that R*Z is zero and that the residual R*x- b is small for any vector x, where.通常，残差应当是随机分布的，而且没有明显的模式和异常值。
In general, the residuals should be randomly distributed with no obvious patterns and no unusual values.随着时间的推移（左上图）残差不会显示任何明显的季节性，似乎是白噪声。
The residuals over time(top left story) don't display any obvious seasonality and be to be white sound.在这种情况下，我们的模型诊断表明，模型残差正常分布如下：.
In this case, our model diagnostics suggests that the model residuals are normally given based on the following:.我们的主要关切是确保我们的模型的残差是不相关的，并且平均分布为零。
Our capital concern is to ensure that the residuals of our model are uncorrelated and normally given with zero-mean.如果其可以使用这些信息来预测残差（即使只有一点点），那也能得到更好的重建。
If it can use that information to predict the residuals even a little bit, the result is a better reconstruction.残差通常也被称为误差，用来描述预测值和真实值之间的差异。
Residual is often referred to as the error and it describes the difference between the predicted values and the true values.为了减轻这种影响，我们采用了残差网络概念来提高正确率，如图3(b)所示。
To mitigate this effect, we adopted the residual network concept to increase the correctness as shown in Figure 3(b).作者认为，“优化残差映射比优化原始的、未引用的映射更容易”。
The authors believe that“it is easier to optimize the residual mapping than to optimize the original, unreferenced mapping”.在通过boosting达到最大精度的阶段，残差看起来是随机分布的，没有任何模式。
At the stage wheremaximum accuracy is reached by boosting, the residuals appear to be randomly distributed without any pattern.如果观测值的t化删后残差较大（如果其绝对值大于2），则它可能是数据中的异常值。
If an observation has a large Studentized deleted residual(if its absolute value is greater than 2), it may be an outlier in your data.特别是，您可以计算两种模型中的残差，并且涉及这些残差的图通常非常有用。
In particular, you can compute residuals in both models and the plots involving those residuals are often very helpful.残差平方的平均值为0.89023，模型可解释27.21%的因变量变动，比多元线性回归表现更好。
The mean of squared residuals is 0.89023, and the percentage of variable explained is 27.21%, better than that of multiple linear regression.使用回归模型进行估计和预测，分析估计中的不确定性，并运用残差分析来验证模型。
Use the regression model for estimation and prediction, analyze the uncertainty in the estimate,and perform a residuals analysis to validate the model.ResNet则使用4个由残差块组成的模块，每个模块使用若干个同样输出通道数的残差块。
ResNet uses four modules made up of residual blocks, each of which uses several residual blocks with the same number of output channels.残差网络（ResNet）包含多个后续残差模块，是建立ResNet架构的基础。
Residual Networks(ResNet in short) consists of multiple subsequent residual modules, which are the basic building block of ResNet architecture.我们提供了全面的经验证据说明这些残差网络很容易优化，并可以显著增加深度来提高准确性。
We provide comprehensive empirical evidence showing that these residual networks are easier to optimize, and can gain accuracy from considerably increased depth.较短的季节，较长的裂片和有限的系列增加极大地影响了残差和机会，同时带来了更多的财务不安全感。
Shorter seasons, longer hiatuses andthe increase in limited series have greatly affected residuals and opportunities, while introducing more financial insecurity.此外，我们使用碳中性的生物质和残差制造（而非化石燃料）在我们的钢厂产生的能量制造的近75％。
Furthermore, we use carbon-neutral biomass and manufacturing residuals(rather than fossil fuels) to generate nearly 75 percent of the manufacturing energy at our mills.
