On the application of wavelet transform and Huffman algorithm to Yorùbá language syntax text files compression
Most algorithms of data compression were developed with English language as target text syntax. However, this paper approaches the problem of Yor?b? text files compression via the use of Discrete Wavelet Transform (DWT) and Huffman algorithm. Text files in Yor?b? language syntax are first converted...
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| Veröffentlicht in: | Serbian journal of electrical engineering Jg. 19; H. 3; S. 351 - 368 |
|---|---|
| Hauptverfasser: | , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
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Faculty of Technical Sciences in Cacak
2022
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| ISSN: | 1451-4869, 2217-7183 |
| Online-Zugang: | Volltext |
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| Abstract | Most algorithms of data compression were developed with English language as
target text syntax. However, this paper approaches the problem of Yor?b?
text files compression via the use of Discrete Wavelet Transform (DWT) and
Huffman algorithm. Text files in Yor?b? language syntax are first
converted into signal format that are then decomposed using DWT. The
decomposed ASCII code representation of the text files are subsequently
encoded using Huffman algorithm. Twenty different variants of DWTs taken
from four families of wavelet filters (Haar, Daubechies, Symlets and
bi-orthogonal) are considered to select the optimal DWT for Yor?b? text
files compression. Furthermore, experiments are carried out in the proposed
compression scheme with six different Yor?b? text files extracted from the
open sources as input data sets. It is found that out of the twenty variants
of DWT investigated, sym6 gives the best output for effective Yor?b? text
files compression, due to its relatively high compression ratio, high
compression factor and lowest compression error. Thus, sym6 as a wavelet
transform is suitable for lossy text compression algorithm meant for
Yor?b? language syntax text files. |
|---|---|
| AbstractList | Most algorithms of data compression were developed with English language as target text syntax. However, this paper approaches the problem of Yorùbá text files compression via the use of Discrete Wavelet Transform (DWT) and Huffman algorithm. Text files in Yorùbá language syntax are first converted into signal format that are then decomposed using DWT. The decomposed ASCII code representation of the text files are subsequently encoded using Huffman algorithm. Twenty different variants of DWTs taken from four families of wavelet filters (Haar, Daubechies, Symlets and bi-orthogonal) are considered to select the optimal DWT for Yorùbá text files compression. Furthermore, experiments are carried out in the proposed compression scheme with six different Yorùbá text files extracted from the open sources as input data sets. It is found that out of the twenty variants of DWT investigated, sym6 gives the best output for effective Yorùbá text files compression, due to its relatively high compression ratio, high compression factor and lowest compression error. Thus, sym6 as a wavelet transform is suitable for lossy text compression algorithm meant for Yorùbá language syntax text files. Most algorithms of data compression were developed with English language as target text syntax. However, this paper approaches the problem of Yor?b? text files compression via the use of Discrete Wavelet Transform (DWT) and Huffman algorithm. Text files in Yor?b? language syntax are first converted into signal format that are then decomposed using DWT. The decomposed ASCII code representation of the text files are subsequently encoded using Huffman algorithm. Twenty different variants of DWTs taken from four families of wavelet filters (Haar, Daubechies, Symlets and bi-orthogonal) are considered to select the optimal DWT for Yor?b? text files compression. Furthermore, experiments are carried out in the proposed compression scheme with six different Yor?b? text files extracted from the open sources as input data sets. It is found that out of the twenty variants of DWT investigated, sym6 gives the best output for effective Yor?b? text files compression, due to its relatively high compression ratio, high compression factor and lowest compression error. Thus, sym6 as a wavelet transform is suitable for lossy text compression algorithm meant for Yor?b? language syntax text files. |
| Author | Amusa, Kamoli Erinosho, Tolulope Adewusi, Adeoluwawale Odufejo, David Salawu, Sule |
| Author_xml | – sequence: 1 givenname: Kamoli surname: Amusa fullname: Amusa, Kamoli organization: Electrical and Electronic Engineering Department, Federal University of Agriculture, Abeokuta, Nigeria – sequence: 2 givenname: Adeoluwawale surname: Adewusi fullname: Adewusi, Adeoluwawale organization: Electrical Engineering and Computer Science Department, Technische Universität, Berlin, Germany – sequence: 3 givenname: Tolulope surname: Erinosho fullname: Erinosho, Tolulope organization: Electrical and Electronic Engineering Department, Federal University of Agriculture, Abeokuta, Nigeria – sequence: 4 givenname: Sule surname: Salawu fullname: Salawu, Sule organization: Computer Education Department, Aminu Saleh College of Education, Azare, Nigeria – sequence: 5 givenname: David surname: Odufejo fullname: Odufejo, David organization: Electrical and Electronic Engineering Department, Federal University of Agriculture, Abeokuta, Nigeria |
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| Cites_doi | 10.1093/comjnl/37.2.83 10.1109/99.388960 10.1109/JRPROC.1952.273898 10.1109/ICSPS.2009.96 10.1002/cpa.3160450502 10.1147/rd.232.0149 10.1109/SIBIRCON.2008.4602560 10.1142/S012905410500373X 10.1007/s40565-018-0424-2 10.1109/34.192463 10.4236/jbise.2013.67092 10.1109/TIT.1978.1055934 10.1007/978-1-84628-992-7_28 |
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| Snippet | Most algorithms of data compression were developed with English language as
target text syntax. However, this paper approaches the problem of Yor?b?
text files... Most algorithms of data compression were developed with English language as target text syntax. However, this paper approaches the problem of Yorùbá text files... |
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| SubjectTerms | compression huffman coding text file wavelet transform yorùbá language syntax |
| Title | On the application of wavelet transform and Huffman algorithm to Yorùbá language syntax text files compression |
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