Sentence examples for ARIMA methodology from inspiring English sources

The proposed approach consists of an ARIMA methodology and feed-forward, backpropagation network structure with an optimized conjugated training algorithm.

The novelty of the work is the integration of ARIMA methodology with the data-driven active period technique to develop a bottleneck prediction algorithm.

Predicted water quality data from the hybrid model are compared with those from the ARIMA methodology and neural network architecture using the accuracy measures.

The ARIMA methodology is explored to study the time series of the random parameters aiming to provide their future outcomes, which are then used in the scenario-based approach.

The proposed algorithm provides superior performance for the selected datasets than the robust and widely used ARIMA methodology in predicting time series data.

Even though the average (mean) time required to execute the 100-point forecasts for each of the 20 SGWs was discounted for the benchmarking process, it is important to note that an implementation of the ARIMA methodology must incur such a delay when searching for the best model to execute the best forecast.

In statistics and signal processing, ARIMA models, sometimes called Box-Jenkins models after the iterative Box-Jenkins methodology used to estimate them, are usually applied for time series data.

An alternative methodology that prevents such delay would be to select a generic ARIMA model with a fixed structure to be applied to all datasets.

For instance, Pai and Lin (2005) proposed a series hybrid methodology to exploit the unique strength of autoregressive integrated moving average (ARIMA) and support vector machines (SVMs) to forecast stock price and indicated that a hybrid model outperforms its components.

We have selected ARIMA modeling procedure and we have implemented it with the aid of Box-Jenkins methodology.

The popularity of the ARIMA model can be attributed to its statistical properties and the well-known Box Jenkins (Box and Jenkins 1976) methodology in the model-building process.