Maximum likelihood estimator for fractal dimension of fractalsignal plus noise
A maximum likelihood estimator (MLE) is developed for estimating the fractal dimension of single variable fraction Brownian motion (fBm) that was corrupted by additive noise. The procedure involve the construction of signal plus noise model and from the model we derive the likelihood function of the...
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1997
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| Online Access: | https://eprints.kfupm.edu.sa/id/eprint/14589/1/14589_1.pdf https://eprints.kfupm.edu.sa/id/eprint/14589/2/14589_2.doc |
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| _version_ | 1864513394214699008 |
|---|---|
| author | Balghonaim, A.S. |
| author2 | Keller, J.M. unknown |
| author2_role | author author |
| author_facet | Balghonaim, A.S. Keller, J.M. unknown |
| author_role | author |
| dc.creator.none.fl_str_mv | Balghonaim, A.S. Keller, J.M. unknown |
| dc.date.none.fl_str_mv | 1997-05 2020 |
| dc.format.none.fl_str_mv | application/pdf application/msword |
| dc.identifier.none.fl_str_mv | https://eprints.kfupm.edu.sa/id/eprint/14589/1/14589_1.pdf https://eprints.kfupm.edu.sa/id/eprint/14589/2/14589_2.doc (1997) Maximum likelihood estimator for fractal dimension of fractalsignal plus noise. Electrical and Computer Engineering, 1997. IEEE 1997 Canadian conference, 1. |
| dc.language.none.fl_str_mv | en en |
| dc.publisher.none.fl_str_mv | IEEE |
| dc.relation.none.fl_str_mv | https://eprints.kfupm.edu.sa/id/eprint/14589/ |
| dc.rights.*.fl_str_mv | info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Computer |
| dc.title.none.fl_str_mv | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise |
| dc.type.none.fl_str_mv | Article PeerReviewed info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/article |
| description | A maximum likelihood estimator (MLE) is developed for estimating the fractal dimension of single variable fraction Brownian motion (fBm) that was corrupted by additive noise. The procedure involve the construction of signal plus noise model and from the model we derive the likelihood function of the signal plus noise. We then estimate the fractal dimension by maximizing the likelihood function. The MLE was tested on fractal signal plus noise and the result was compared with other fractal dimension estimators such as the Box method which does not handle additive noise. The results shows that the MLE gives better results than the Box method |
| eu_rights_str_mv | openAccess |
| format | article |
| id | KFUPM_bd8162622fd5dd7f3ba9ba2aebceb3b0 |
| identifier_str_mv | (1997) Maximum likelihood estimator for fractal dimension of fractalsignal plus noise. Electrical and Computer Engineering, 1997. IEEE 1997 Canadian conference, 1. |
| language_invalid_str_mv | en |
| network_acronym_str | KFUPM |
| network_name_str | King Fahd University of Petroleum and Minerals |
| oai_identifier_str | oai::14589 |
| publishDate | 1997 |
| publisher.none.fl_str_mv | IEEE |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| spelling | Maximum likelihood estimator for fractal dimension of fractalsignal plus noiseBalghonaim, A.S.Keller, J.M.unknownComputerA maximum likelihood estimator (MLE) is developed for estimating the fractal dimension of single variable fraction Brownian motion (fBm) that was corrupted by additive noise. The procedure involve the construction of signal plus noise model and from the model we derive the likelihood function of the signal plus noise. We then estimate the fractal dimension by maximizing the likelihood function. The MLE was tested on fractal signal plus noise and the result was compared with other fractal dimension estimators such as the Box method which does not handle additive noise. The results shows that the MLE gives better results than the Box methodIEEE1997-052020ArticlePeerReviewedinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfapplication/mswordhttps://eprints.kfupm.edu.sa/id/eprint/14589/1/14589_1.pdfhttps://eprints.kfupm.edu.sa/id/eprint/14589/2/14589_2.doc (1997) Maximum likelihood estimator for fractal dimension of fractalsignal plus noise. Electrical and Computer Engineering, 1997. IEEE 1997 Canadian conference, 1. enenhttps://eprints.kfupm.edu.sa/id/eprint/14589/info:eu-repo/semantics/openAccessoai::145892019-11-01T14:06:31Z |
| spellingShingle | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise Balghonaim, A.S. Computer |
| status_str | publishedVersion |
| title | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise |
| title_full | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise |
| title_fullStr | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise |
| title_full_unstemmed | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise |
| title_short | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise |
| title_sort | Maximum likelihood estimator for fractal dimension of fractalsignal plus noise |
| topic | Computer |
| url | https://eprints.kfupm.edu.sa/id/eprint/14589/1/14589_1.pdf https://eprints.kfupm.edu.sa/id/eprint/14589/2/14589_2.doc |