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xt is the observation of the time series data at time t, xt is the predicted value at time t, s are the parameters for the autoregressive part of the ARMA model, and s are the parameters for the moving average part of the ARMA model Nonstationary time series data is often characterized by a random uctuation, drift with an average change in the mean over time, trend such as seasonal effects and cyclical effects, or changing variance [3] To prepare the nonstationary time series data for the statistical modeling, the data must be transformed into the stationary time series data by applying a logarithm, differencing, detrending by taking residuals from a regression, and so on [3] In general, differencing allows the transformation of time series data with a stochastic trend to stationary data, and detrending through taking residuals from a regression allows the transformation of time series data with a deterministic trend to stationary data [3] For the data variable of a given autocorrelation change attack characteristic, the attack data model and the two normal use data models for the text editing and he web browsing, respectively, are developed in the following steps 1 For the attack data sample of the data variable in the training data set: (a) If the time series data is determined nonstationary by plotting the data and performing stationarity tests [3], transform the time series data into the stationary data by performing appropriate data transformation(s), including logarithm, differencing, and detrending For example, the following differencing is applied to the attack data of Network Interface\Bytes Received/sec under the ARP Poison attack: yt = xt xt 10 , (167). winforms code 39 reader Packages matching DataMatrix - NuGet Gallery
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