Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique
In this paper, novel techniques in increasing the accuracy and speed of convergence of a Feed forward Back propagation Artificial Neural Network (FFBPNN) with polynomial activation function reported in literature is presented. These technique was subsequently used to determine the coefficients o...
| Main Authors: | , , , |
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| Format: | Proceeding Paper |
| Language: | English |
| Published: |
2008
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/5451/ http://irep.iium.edu.my/5451/1/Increasing_The_Speed_of_Convergence_of_an.pdf |
| _version_ | 1848776506467155968 |
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| author | Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin Najeeb, Athaur Rahman |
| author_facet | Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin Najeeb, Athaur Rahman |
| author_sort | Aibinu, Abiodun Musa |
| building | IIUM Repository |
| collection | Online Access |
| description | In this paper, novel techniques in increasing the accuracy
and speed of convergence of a Feed forward Back propagation
Artificial Neural Network (FFBPNN) with polynomial activation
function reported in literature is presented. These technique was
subsequently used to determine the coefficients of Autoregressive
Moving Average (ARMA) and Autoregressive (AR) system. The
results obtained by introducing sequential and batch method of weight
initialization, batch method of weight and coefficient update, adaptive
momentum and learning rate technique gives more accurate result
and significant reduction in convergence time when compared t the
traditional method of back propagation algorithm, thereby making
FFBPNN an appropriate technique for online ARMA coefficient
determination. |
| first_indexed | 2025-11-14T14:31:10Z |
| format | Proceeding Paper |
| id | iium-5451 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T14:31:10Z |
| publishDate | 2008 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-54512012-06-11T06:53:42Z http://irep.iium.edu.my/5451/ Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin Najeeb, Athaur Rahman T Technology (General) In this paper, novel techniques in increasing the accuracy and speed of convergence of a Feed forward Back propagation Artificial Neural Network (FFBPNN) with polynomial activation function reported in literature is presented. These technique was subsequently used to determine the coefficients of Autoregressive Moving Average (ARMA) and Autoregressive (AR) system. The results obtained by introducing sequential and batch method of weight initialization, batch method of weight and coefficient update, adaptive momentum and learning rate technique gives more accurate result and significant reduction in convergence time when compared t the traditional method of back propagation algorithm, thereby making FFBPNN an appropriate technique for online ARMA coefficient determination. 2008 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/5451/1/Increasing_The_Speed_of_Convergence_of_an.pdf Aibinu, Abiodun Musa and Salami, Momoh Jimoh Emiyoka and Shafie, Amir Akramin and Najeeb, Athaur Rahman (2008) Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique. In: International Conference on Computer System Engineering (ICCSE) . |
| spellingShingle | T Technology (General) Aibinu, Abiodun Musa Salami, Momoh Jimoh Emiyoka Shafie, Amir Akramin Najeeb, Athaur Rahman Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique |
| title | Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique |
| title_full | Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique |
| title_fullStr | Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique |
| title_full_unstemmed | Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique |
| title_short | Increasing the speed of convergence of an artificial neural network based ARMA coefficients determination technique |
| title_sort | increasing the speed of convergence of an artificial neural network based arma coefficients determination technique |
| topic | T Technology (General) |
| url | http://irep.iium.edu.my/5451/ http://irep.iium.edu.my/5451/1/Increasing_The_Speed_of_Convergence_of_an.pdf |