AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF OPTIMIZER FOR CLASSIFICATION PROBLEMS
This research emphasizes mainly on classification, in which every instance in the dataset is classified into its target class depending on the information depicted by its features. However, it is hard to select the suitable features from a set of features, because the search space is generally la...
| Main Author: | QASEM AL-TASHI, QASEM ABDULLAH |
|---|---|
| Format: | Thesis |
| Language: | English |
| Institution: | Universiti Teknologi Petronas |
| Record Id / ISBN-0: | utp-utpedia.20720 / |
| Published: |
2021
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| Subjects: | |
| Online Access: |
http://utpedia.utp.edu.my/20720/1/Qasem%20Abdullah_17004490.pdf http://utpedia.utp.edu.my/20720/ |
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utp-utpedia.207202021-09-08T12:07:54Z http://utpedia.utp.edu.my/20720/ AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF OPTIMIZER FOR CLASSIFICATION PROBLEMS QASEM AL-TASHI, QASEM ABDULLAH QA Mathematics QA75 Electronic computers. Computer science This research emphasizes mainly on classification, in which every instance in the dataset is classified into its target class depending on the information depicted by its features. However, it is hard to select the suitable features from a set of features, because the search space is generally large, wherein a dataset contains a number of features that comprise redundant and unnecessary features, which leads in-turn to less performance on the classification. Feature selection is considered the best way to solve this issue by picking up only the most applicable features for the classification. In fact, feature selection aims to remove redundant and irrelevant features and build the model more efficiently. Feature selection categorized into two major types: wrapper and filter, this thesis focuses only on wrapper approaches. 2021-01 Thesis NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/20720/1/Qasem%20Abdullah_17004490.pdf QASEM AL-TASHI, QASEM ABDULLAH (2021) AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF OPTIMIZER FOR CLASSIFICATION PROBLEMS. PhD thesis, Universiti Teknologi PETRONAS. |
| institution |
Universiti Teknologi Petronas |
| collection |
UTPedia |
| language |
English |
| topic |
QA Mathematics QA75 Electronic computers. Computer science |
| spellingShingle |
QA Mathematics QA75 Electronic computers. Computer science QASEM AL-TASHI, QASEM ABDULLAH AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF OPTIMIZER FOR CLASSIFICATION PROBLEMS |
| description |
This research emphasizes mainly on classification, in which every instance in the
dataset is classified into its target class depending on the information depicted by its
features. However, it is hard to select the suitable features from a set of features, because
the search space is generally large, wherein a dataset contains a number of features that
comprise redundant and unnecessary features, which leads in-turn to less performance
on the classification. Feature selection is considered the best way to solve this issue by
picking up only the most applicable features for the classification. In fact, feature
selection aims to remove redundant and irrelevant features and build the model more
efficiently. Feature selection categorized into two major types: wrapper and filter, this
thesis focuses only on wrapper approaches. |
| format |
Thesis |
| author |
QASEM AL-TASHI, QASEM ABDULLAH |
| author_sort |
QASEM AL-TASHI, QASEM ABDULLAH |
| title |
AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF
OPTIMIZER FOR CLASSIFICATION PROBLEMS |
| title_short |
AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF
OPTIMIZER FOR CLASSIFICATION PROBLEMS |
| title_full |
AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF
OPTIMIZER FOR CLASSIFICATION PROBLEMS |
| title_fullStr |
AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF
OPTIMIZER FOR CLASSIFICATION PROBLEMS |
| title_full_unstemmed |
AN ENHANCED FEATURE SELECTION METHOD BASED ON GREY WOLF
OPTIMIZER FOR CLASSIFICATION PROBLEMS |
| title_sort |
enhanced feature selection method based on grey wolf
optimizer for classification problems |
| publishDate |
2021 |
| url |
http://utpedia.utp.edu.my/20720/1/Qasem%20Abdullah_17004490.pdf http://utpedia.utp.edu.my/20720/ |
| _version_ |
1741195657481289728 |
| score |
11.62408 |