Abstract:
The paper compares Artificial Neural Network (ANN) model against traditional models in the modeling of population and external migration for Fiji population components du...Show MoreMetadata
Abstract:
The paper compares Artificial Neural Network (ANN) model against traditional models in the modeling of population and external migration for Fiji population components during the years from 1986 to 2012. The performance of the various models used are based on the values of the various error functions such as the R-squared (R2), Root Square Mean Error (RSME), Mean Absolute Error (MAE), Standard Error of Regression (SER), Sum Squared Residual (SSR), Mean Absolute Error (MAE) and Mean Absolute Percentage Error (MAPE). Across yearly time series, ANN performed better than those traditional models, when comparing the various error functions used.
Date of Conference: 04-05 November 2014
Date Added to IEEE Xplore: 05 March 2015
ISBN Information:
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- IEEE Keywords
- Index Terms
- Regression Model ,
- Neural Network ,
- Artificial Neural Network ,
- Artificial Neural Network Model ,
- Fiji Population ,
- Time Series ,
- Mean Absolute Error ,
- Error Function ,
- Mean Absolute Percentage Error ,
- Regression Standard Errors ,
- External Migration ,
- Linear Model ,
- Mortality Rate ,
- Birth Rate ,
- Output Layer ,
- Time Series Data ,
- Hidden Layer ,
- Input Layer ,
- Population Model ,
- Exponential Model ,
- Time Series Models ,
- Hidden Nodes ,
- Nodes In Layer ,
- Exponential Smoothing ,
- US Census Bureau ,
- Connection Weights ,
- Unit Root Tests ,
- Augmented Dickey Fuller ,
- Forecasting Model ,
- Autoregressive Integrated Moving Average
- Author Keywords
Contents Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Regression Model ,
- Neural Network ,
- Artificial Neural Network ,
- Artificial Neural Network Model ,
- Fiji Population ,
- Time Series ,
- Mean Absolute Error ,
- Error Function ,
- Mean Absolute Percentage Error ,
- Regression Standard Errors ,
- External Migration ,
- Linear Model ,
- Mortality Rate ,
- Birth Rate ,
- Output Layer ,
- Time Series Data ,
- Hidden Layer ,
- Input Layer ,
- Population Model ,
- Exponential Model ,
- Time Series Models ,
- Hidden Nodes ,
- Nodes In Layer ,
- Exponential Smoothing ,
- US Census Bureau ,
- Connection Weights ,
- Unit Root Tests ,
- Augmented Dickey Fuller ,
- Forecasting Model ,
- Autoregressive Integrated Moving Average
- Author Keywords
