An effective pre-processing phase for gene expression classification
A raw dataset prepared by researchers comes with a lot of information. Whether the information is usefull or not, completely depends on the requirement and purposes. In machine learning, data pre-processing is the very initial stage. It is a must to make sure the dataset is totally suitable for the...
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| Format: | Article |
| Language: | English |
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Institute of Advanced Engineering and Science
2018
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/29329/ http://umpir.ump.edu.my/id/eprint/29329/1/An%20effective%20pre-processing%20phase%20for%20gene%20expression.pdf |
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| author | Choon, Sen Seah Shahreen, Kasim Mohd Farhan, Md Fudzee Mohd Saberi, Mohamad Rd Rohmat, Saedudin Rohayanti, Hassan Mohd Arfian, Ismail Rodziah, Atan |
| author_facet | Choon, Sen Seah Shahreen, Kasim Mohd Farhan, Md Fudzee Mohd Saberi, Mohamad Rd Rohmat, Saedudin Rohayanti, Hassan Mohd Arfian, Ismail Rodziah, Atan |
| author_sort | Choon, Sen Seah |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | A raw dataset prepared by researchers comes with a lot of information. Whether the information is usefull or not, completely depends on the requirement and purposes. In machine learning, data pre-processing is the very initial stage. It is a must to make sure the dataset is totally suitable for the requirement. In significant directed random walk (sDRW), there are three steps in data pre-processing stage. First, we remove unwanted attributes, missing value and proper arrangement, followed by normalization of the expression value and lastly, filtering method is applied. The first two steps are completed by Bioconductor package while the last step is works in sDRW. |
| first_indexed | 2025-11-15T02:54:15Z |
| format | Article |
| id | ump-29329 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T02:54:15Z |
| publishDate | 2018 |
| publisher | Institute of Advanced Engineering and Science |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-293292022-11-07T09:10:01Z http://umpir.ump.edu.my/id/eprint/29329/ An effective pre-processing phase for gene expression classification Choon, Sen Seah Shahreen, Kasim Mohd Farhan, Md Fudzee Mohd Saberi, Mohamad Rd Rohmat, Saedudin Rohayanti, Hassan Mohd Arfian, Ismail Rodziah, Atan QA76 Computer software A raw dataset prepared by researchers comes with a lot of information. Whether the information is usefull or not, completely depends on the requirement and purposes. In machine learning, data pre-processing is the very initial stage. It is a must to make sure the dataset is totally suitable for the requirement. In significant directed random walk (sDRW), there are three steps in data pre-processing stage. First, we remove unwanted attributes, missing value and proper arrangement, followed by normalization of the expression value and lastly, filtering method is applied. The first two steps are completed by Bioconductor package while the last step is works in sDRW. Institute of Advanced Engineering and Science 2018-09 Article PeerReviewed pdf en cc_by_sa_4 http://umpir.ump.edu.my/id/eprint/29329/1/An%20effective%20pre-processing%20phase%20for%20gene%20expression.pdf Choon, Sen Seah and Shahreen, Kasim and Mohd Farhan, Md Fudzee and Mohd Saberi, Mohamad and Rd Rohmat, Saedudin and Rohayanti, Hassan and Mohd Arfian, Ismail and Rodziah, Atan (2018) An effective pre-processing phase for gene expression classification. Indonesian Journal of Electrical Engineering and Computer Science, 11 (3). pp. 1223-1227. ISSN 2502-4752. (Published) http://doi.org/10.11591/ijeecs.v11.i3.pp1223-1227 http://doi.org/10.11591/ijeecs.v11.i3.pp1223-1227 |
| spellingShingle | QA76 Computer software Choon, Sen Seah Shahreen, Kasim Mohd Farhan, Md Fudzee Mohd Saberi, Mohamad Rd Rohmat, Saedudin Rohayanti, Hassan Mohd Arfian, Ismail Rodziah, Atan An effective pre-processing phase for gene expression classification |
| title | An effective pre-processing phase for gene expression classification |
| title_full | An effective pre-processing phase for gene expression classification |
| title_fullStr | An effective pre-processing phase for gene expression classification |
| title_full_unstemmed | An effective pre-processing phase for gene expression classification |
| title_short | An effective pre-processing phase for gene expression classification |
| title_sort | effective pre-processing phase for gene expression classification |
| topic | QA76 Computer software |
| url | http://umpir.ump.edu.my/id/eprint/29329/ http://umpir.ump.edu.my/id/eprint/29329/ http://umpir.ump.edu.my/id/eprint/29329/ http://umpir.ump.edu.my/id/eprint/29329/1/An%20effective%20pre-processing%20phase%20for%20gene%20expression.pdf |