Article
Predicting Dog Phenotypes from Genotypes.
Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference - 1 Jul 2022
Bartusiak Emily R, Barrabes Miriam, Rymbekova Aigerim, Gimbernat-Mayol Julia, Lopez Cayetana, Barberis Lorenzo, Montserrat Daniel Mas, Giro-I-Nieto Xavier, Ioannidis Alexander G
Abstract excerpt
We analyze dog genotypes (i.e., positions of dog DNA sequences that often vary between different dogs) in order to predict the corresponding phenotypes (i.e., unique observed characteristics). More specifically, given chromosome data from a dog, we aim to predict the breed, height, and weight. We explore a variety of linear and non-linear classification and regression techniques to accomplish these three tasks....
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