Author

C. D. Cruz

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Open access 2026

GenomicLand: A user-friendly tool for genomic prediction and association studies

Abstract GenomicLand is a free, open-source platform for genomic prediction and genome-wide association studies. Developed in R software using Shiny, it supports diploid and polyploid datasets and integrates statistical learning, Bayesian, machine learning, and neural network methods. GenomicLand provides an accessible...

C. Azevedo, M. Nascimento, V. C. Fontes et al. · Crop Breeding and Applied Bi... · 0 citations

Open access 2026

Integrating autoencoder deep neural networks with principal component-based methods for subpopulation identification

Abstract This study evaluated statistical dimensionality reduction techniques, Principal Component Analysis (PCA), Sparse PCA (SPCA), Independent PCA (IPCA), deep learning based on autoencoders (AE), and their hybrid combinations, for subpopulation identification in genomic data. High-dimensional single nucleotide poly...

C. Azevedo, J. A. da Costa, A. Nascimento et al. · Crop Breeding and Applied Bi... · 0 citations