Performance of different feature selection methods over the cross-validation and independent tests.
<p>Performance of different feature selection methods over the cross-validation and independent tests.</p>
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2025
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| _version_ | 1852015936898334720 |
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| author | Saeed Ahmed (417198) |
| author2 | Nalini Schaduangrat (13563349) Pramote Chumnanpuen (1296072) S. M. Hasan Mahmud (22394673) Kah Ong Michael Goh (22394676) Watshara Shoombuatong (453384) |
| author2_role | author author author author author |
| author_facet | Saeed Ahmed (417198) Nalini Schaduangrat (13563349) Pramote Chumnanpuen (1296072) S. M. Hasan Mahmud (22394673) Kah Ong Michael Goh (22394676) Watshara Shoombuatong (453384) |
| author_role | author |
| dc.creator.none.fl_str_mv | Saeed Ahmed (417198) Nalini Schaduangrat (13563349) Pramote Chumnanpuen (1296072) S. M. Hasan Mahmud (22394673) Kah Ong Michael Goh (22394676) Watshara Shoombuatong (453384) |
| dc.date.none.fl_str_mv | 2025-10-08T17:37:13Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pone.0333614.t002 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/dataset/Performance_of_different_feature_selection_methods_over_the_cross-validation_and_independent_tests_/30309480 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Medicine Sociology Infectious Diseases Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified various pigmentation disorders protein language model natural language processing integrating bidirectional lstm extensive material resources encode comprehensive information deep neural networks bidirectional long short enhance feature representation tyrosinase inhibitory peptides received significant attention innovative computational approach source feature embeddings feature selection method div >< p feature embeddings tyrosinase plays computational methods attention mechanism proposed method new method whitening agents term memory specially developed silico </ results indicate melanin biosynthesis intensive processes experimental results experimental methods existing methods efficient tool cosmetic applications central role based encodings balanced accuracy |
| dc.title.none.fl_str_mv | Performance of different feature selection methods over the cross-validation and independent tests. |
| dc.type.none.fl_str_mv | Dataset info:eu-repo/semantics/publishedVersion dataset |
| description | <p>Performance of different feature selection methods over the cross-validation and independent tests.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_2f2e3280434ecdfd0cef196ef122d25b |
| identifier_str_mv | 10.1371/journal.pone.0333614.t002 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/30309480 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Performance of different feature selection methods over the cross-validation and independent tests.Saeed Ahmed (417198)Nalini Schaduangrat (13563349)Pramote Chumnanpuen (1296072)S. M. Hasan Mahmud (22394673)Kah Ong Michael Goh (22394676)Watshara Shoombuatong (453384)MedicineSociologyInfectious DiseasesSpace ScienceEnvironmental Sciences not elsewhere classifiedBiological Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedvarious pigmentation disordersprotein language modelnatural language processingintegrating bidirectional lstmextensive material resourcesencode comprehensive informationdeep neural networksbidirectional long shortenhance feature representationtyrosinase inhibitory peptidesreceived significant attentioninnovative computational approachsource feature embeddingsfeature selection methoddiv >< pfeature embeddingstyrosinase playscomputational methodsattention mechanismproposed methodnew methodwhitening agentsterm memoryspecially developedsilico </results indicatemelanin biosynthesisintensive processesexperimental resultsexperimental methodsexisting methodsefficient toolcosmetic applicationscentral rolebased encodingsbalanced accuracy<p>Performance of different feature selection methods over the cross-validation and independent tests.</p>2025-10-08T17:37:13ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.1371/journal.pone.0333614.t002https://figshare.com/articles/dataset/Performance_of_different_feature_selection_methods_over_the_cross-validation_and_independent_tests_/30309480CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/303094802025-10-08T17:37:13Z |
| spellingShingle | Performance of different feature selection methods over the cross-validation and independent tests. Saeed Ahmed (417198) Medicine Sociology Infectious Diseases Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified various pigmentation disorders protein language model natural language processing integrating bidirectional lstm extensive material resources encode comprehensive information deep neural networks bidirectional long short enhance feature representation tyrosinase inhibitory peptides received significant attention innovative computational approach source feature embeddings feature selection method div >< p feature embeddings tyrosinase plays computational methods attention mechanism proposed method new method whitening agents term memory specially developed silico </ results indicate melanin biosynthesis intensive processes experimental results experimental methods existing methods efficient tool cosmetic applications central role based encodings balanced accuracy |
| status_str | publishedVersion |
| title | Performance of different feature selection methods over the cross-validation and independent tests. |
| title_full | Performance of different feature selection methods over the cross-validation and independent tests. |
| title_fullStr | Performance of different feature selection methods over the cross-validation and independent tests. |
| title_full_unstemmed | Performance of different feature selection methods over the cross-validation and independent tests. |
| title_short | Performance of different feature selection methods over the cross-validation and independent tests. |
| title_sort | Performance of different feature selection methods over the cross-validation and independent tests. |
| topic | Medicine Sociology Infectious Diseases Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified various pigmentation disorders protein language model natural language processing integrating bidirectional lstm extensive material resources encode comprehensive information deep neural networks bidirectional long short enhance feature representation tyrosinase inhibitory peptides received significant attention innovative computational approach source feature embeddings feature selection method div >< p feature embeddings tyrosinase plays computational methods attention mechanism proposed method new method whitening agents term memory specially developed silico </ results indicate melanin biosynthesis intensive processes experimental results experimental methods existing methods efficient tool cosmetic applications central role based encodings balanced accuracy |