A Boruta-SMOTE Integrated Approach for Rapid Donkey Breed Classification Using SNP Data: Addressing High-Dimensionality and Small Sample Challenges.

Abstract excerpt

With the increasing complexity of genomic data, traditional classification methods face dual challenges of the "curse of dimensionality" and class imbalance when processing multiple single nucleotide polymorphism (SNP) markers. To address these challenges, this study proposes an innovative approach integrating the Boruta dimensionality reduction algorithm with the Synthetic Minority Over-sampling Technique...

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• Algorithms
• Breeding
• Equidae
• Genomics
• Polymorphism, Single Nucleotide