An economic forecasting based on association rules and neural network.
The world economic environment is currently undergoing drastic changes, such as economic forecasting. It is a complex and challenging task because of the following reasons: i) there is no economic model which carries conviction, ii) economic time series are intrinsically very unreliable and generall...
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| Format: | Article |
| Language: | English |
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Penerbit UTM Press
2001
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| Online Access: | http://eprints.utm.my/8761/ http://eprints.utm.my/8761/1/MohdNoorMd2001_AnEconomicForecastingBasedOn.PDF |
| _version_ | 1848891761516085248 |
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| author | Defit, Sarjon Md. Sap, Mohd. Noor |
| author_facet | Defit, Sarjon Md. Sap, Mohd. Noor |
| author_sort | Defit, Sarjon |
| building | UTeM Institutional Repository |
| collection | Online Access |
| description | The world economic environment is currently undergoing drastic changes, such as economic forecasting. It is a complex and challenging task because of the following reasons: i) there is no economic model which carries conviction, ii) economic time series are intrinsically very unreliable and generally have poor signal to accurate results, iii) non stationary and iv) non linearity. In this paper we propose an economic forecasting based on association rules and neural network. Our study concludes that our model can improve the prediction ability by using frequent itemsets and predicted attribute as input fields. In this paper, we explain the important of data mining and prediction, association rule mining, the proposed economic forecasting model, testing and experimental results, model performance and conclusion. |
| first_indexed | 2025-11-15T21:03:06Z |
| format | Article |
| id | utm-8761 |
| institution | Universiti Teknologi Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T21:03:06Z |
| publishDate | 2001 |
| publisher | Penerbit UTM Press |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | utm-87612017-11-01T04:17:50Z http://eprints.utm.my/8761/ An economic forecasting based on association rules and neural network. Defit, Sarjon Md. Sap, Mohd. Noor HB Economic Theory QA75 Electronic computers. Computer science The world economic environment is currently undergoing drastic changes, such as economic forecasting. It is a complex and challenging task because of the following reasons: i) there is no economic model which carries conviction, ii) economic time series are intrinsically very unreliable and generally have poor signal to accurate results, iii) non stationary and iv) non linearity. In this paper we propose an economic forecasting based on association rules and neural network. Our study concludes that our model can improve the prediction ability by using frequent itemsets and predicted attribute as input fields. In this paper, we explain the important of data mining and prediction, association rule mining, the proposed economic forecasting model, testing and experimental results, model performance and conclusion. Penerbit UTM Press 2001-06 Article PeerReviewed application/pdf en http://eprints.utm.my/8761/1/MohdNoorMd2001_AnEconomicForecastingBasedOn.PDF Defit, Sarjon and Md. Sap, Mohd. Noor (2001) An economic forecasting based on association rules and neural network. Jurnal Teknologi Maklumat, 13 (1). pp. 42-54. ISSN 0128-3790 |
| spellingShingle | HB Economic Theory QA75 Electronic computers. Computer science Defit, Sarjon Md. Sap, Mohd. Noor An economic forecasting based on association rules and neural network. |
| title | An economic forecasting based on association rules and neural network. |
| title_full | An economic forecasting based on association rules and neural network. |
| title_fullStr | An economic forecasting based on association rules and neural network. |
| title_full_unstemmed | An economic forecasting based on association rules and neural network. |
| title_short | An economic forecasting based on association rules and neural network. |
| title_sort | economic forecasting based on association rules and neural network. |
| topic | HB Economic Theory QA75 Electronic computers. Computer science |
| url | http://eprints.utm.my/8761/ http://eprints.utm.my/8761/1/MohdNoorMd2001_AnEconomicForecastingBasedOn.PDF |