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GeneAI 3.0: powerful, novel, generalized hybrid and ensemble deep learning frameworks for miRNA species classification of stationary patterns from nucleotides

Abstract Due to the intricate relationship between the small non-coding ribonucleic acid (miRNA) sequences, the classification of miRNA species, namely Human, Gorilla, Rat, and Mouse is challenging. Previous methods are not robust and accurate. In this study, we present AtheroPoint’s GeneAI 3.0, a p...

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Kaydedildi:
Asıl Yazarlar: Jaskaran Singh, Narendra N. Khanna, Ranjeet K. Rout, Narpinder Singh, John R. Laird, Inder M. Singh, Mannudeep K. Kalra, Laura E. Mantella, Amer M. Johri, Esma R. Isenovic, Mostafa M. Fouda, Luca Saba, Mostafa Fatemi, Jasjit S. Suri
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Nature Portfolio 2024-03-01
Seri Bilgileri:Scientific Reports
Konular:
miRNA classification
Ensemble deep learning
Ensemble machine learning
Composite feature extraction
Validation
Statistical tests
Online Erişim:https://doi.org/10.1038/s41598-024-56786-9
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