Search Results - "NASCIMENTO, Ana Carolina Campana"
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Multi-trait multi-environment models in the genetic selection of segregating soybean progeny
Published in PloS one (18-04-2019)“…At present, single-trait best linear unbiased prediction (BLUP) is the standard method for genetic selection in soybean. However, when genetic selection is…”
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Genomic prediction in multi-environment trials in maize using statistical and machine learning methods
Published in Scientific reports (11-01-2024)“…In the context of multi-environment trials (MET), genomic prediction is proposed as a tool that allows the prediction of the phenotype of single cross hybrids…”
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Updated knowledge in the estimation of genetics parameters: a Bayesian approach in white oat (Avena sativa L.)
Published in Euphytica (01-04-2022)“…The present study aimed to implement a Bayesian framework for genetic analysis in crop species breeding and present different procedures for informative prior…”
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4
Factor analysis applied in genomic selection studies in the breeding of Coffea canephora
Published in Euphytica (01-04-2022)“…Brazil stands out worldwide in the production of coffee. The observed increases in its productivity and morpho agronomic traits are the results of the…”
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Marker effects and heritability estimates using additive-dominance genomic architectures via artificial neural networks in Coffea canephora
Published in PloS one (26-01-2022)“…Many methodologies are used to predict the genetic merit in animals and plants, but some of them require priori assumptions that may increase the complexity of…”
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6
Quantile regression for genome-wide association study of flowering time-related traits in common bean
Published in PloS one (01-01-2018)“…Flowering is an important agronomic trait. Quantile regression (QR) can be used to fit models for all portions of a probability distribution. In Genome-wide…”
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Genomic prediction of leaf rust resistance to Arabica coffee using machine learning algorithms
Published in Scientia agricola (01-01-2021)“…ABSTRACT Genomic selection (GS) emphasizes the simultaneous prediction of the genetic effects of thousands of scattered markers over the genome. Several…”
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8
Independent Component Analysis (ICA) based-clustering of temporal RNA-seq data
Published in PloS one (17-07-2017)“…Gene expression time series (GETS) analysis aims to characterize sets of genes according to their longitudinal patterns of expression. Due to the large number…”
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Exploring the multivariate technique in the discrimination of Coffea arabica L. cultivars regarding the production and quality of grains under the effect of water management
Published in Euphytica (01-06-2021)“…With globalization and easy access to information, a consumer market that is more conscious and focused on the search for superior quality coffees appears. To…”
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Updating knowledge in estimating the genetics parameters: Multi-trait and Multi-Environment Bayesian analysis in rice
Published in Scientia agricola (01-01-2023)“…ABSTRACT Among the multi-trait models selected to study several traits and environments jointly, the Bayesian framework has been a preferred tool when…”
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11
Bayesian methods for genomic association of chromosomic regions considering the additive-dominance model
Published in Crop breeding and applied biotechnology (2022)“…Bayesian approaches applied in association studies select regions of single-nucleotide polymorphisms, indicating genes with important effects. The Bayesian…”
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12
Determination of optimal number of independent components in yield traits in rice
Published in Scientia agricola (01-01-2022)“…The principal component regression (PCR) and the independent component regression (ICR) are dimensionality reduction methods and extremely important in genomic…”
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Genomic prediction with the additive-dominant model by dimensionality reduction methods
Published in Pesquisa agropecuaria brasileira (2020)“…The objective of this work was to evaluate the application of different dimensionality reduction methods in the additive-dominant model and to compare them…”
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14
Nonlinear quantile regression to describe the dry matter accumulation of garlic plants
Published in Ciência rural (2020)“…The objective of this study was to adjust nonlinear quantile regression models for the study of dry matter accumulation in garlic plants over time, and to…”
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15
Use of regularized quantile regression to predict the genetic merit of pigs for asymmetric carcass traits
Published in Pesquisa agropecuaria brasileira (01-09-2018)“…The objective of this work was to evaluate the use of regularized quantile regression (RQR) to predict the genetic merit of pigs for asymmetric carcass traits,…”
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Quantile regression of nonlinear models to describe different levels of dry matter accumulation in garlic plants
Published in Ciência rural (01-01-2018)“…Plant growth analyses are important because they generate information on the demand and necessary care for each development stage of a plant. Nonlinear…”
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Analysis of the adaptability of black bean cultivars by means of quantile regression
Published in Ciência rural (01-01-2019)“…The aim of this study was to use quantile regression (QR) to characterize the effect of the adaptability parameter throughout the distribution of the…”
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Artificial neural networks for adaptability and stability evaluation in alfalfa genotypes
Published in Crop breeding and applied biotechnology (01-07-2013)“…The purpose of this work was to evaluate a methodology of adaptability and phenotypic stability of alfalfa genotypes based on the training of an artificial…”
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Quantile regression in genomic selection for oligogenic traits in autogamous plants: A simulation study
Published in PloS one (05-01-2021)“…This study assessed the efficiency of Genomic selection (GS) or genome-wide selection (GWS), based on Regularized Quantile Regression (RQR), in the selection…”
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20
Association between responses obtained using adaptability and stability methods in alfalfa
Published in Semina. Ciências agrárias : revista cultural e científica da Universidade Estadual de Londrina (11-12-2013)“…This study aimed to evaluate the association between responses obtained using methods of adaptability and stability by using correspondence analysis. The…”
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