2020
DOI: 10.1590/1984-70332020v20n1a15
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Prediction of grain yield, adaptability, and stability in landrace varieties of lima bean (Phaseolus lunatus L.)

Abstract: The aim of this study was to compare the Multiple Linear Regression and Artificial Neural Network models in prediction of grain yield of ten landrace varieties of lima bean and evaluate adaptability and stability through the Lin and Binns method for identification of the best performing variety. Trials were conducted in the municipalities of Teresina, PI, and São Domingos do Maranhão, MA, through measurement of 12 traits, except for grain yield in São Domingos do Maranhão. The parameters of Pearson and Spearma… Show more

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Cited by 12 publications
(16 citation statements)
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“…In Brazil, landraces are the main type of lima bean used by farmers and, usually, these landraces have high adaptation and rusticity. These features are important to be used in a plant breeding program since they provide a large source of genetic variability (PATERNIANI; NASS; SANTOS, 2000;SOUSA et al, 2020;SILVA et al, 2019a). Interestingly, lima bean landraces can grow under different environmental conditions and show a large variation in seeds traits, such as different sizes, shapes and colors (SILVA et al, 2015;SÁNCHEZ-NAVARRO et al, 2019).…”
Section: Introductionmentioning
confidence: 99%
“…In Brazil, landraces are the main type of lima bean used by farmers and, usually, these landraces have high adaptation and rusticity. These features are important to be used in a plant breeding program since they provide a large source of genetic variability (PATERNIANI; NASS; SANTOS, 2000;SOUSA et al, 2020;SILVA et al, 2019a). Interestingly, lima bean landraces can grow under different environmental conditions and show a large variation in seeds traits, such as different sizes, shapes and colors (SILVA et al, 2015;SÁNCHEZ-NAVARRO et al, 2019).…”
Section: Introductionmentioning
confidence: 99%
“…Numerous methods have been reported in the literature for studying adaptability and stability in multi-environment trials. The methods proposed may be based on the components of analysis of variance, on the regression method, on non-parametric methods, on multivariate methods, on mixed models, and on new methods, such as factor analytic models (Van Eeuwijk et al 2016, Carvalho et al 2016, Li et al 2017, Sousa et al 2020.…”
Section: Introductionmentioning
confidence: 99%
“…Several methodologies have been reported for studying adaptability and stability in multi-environment trials. The methods proposed may be based on the components of an analysis of variance, the regression method, non-parametric methods, multivariate methods, mixed models, and recent methods based on factor analytic models [ 14 , 15 , 16 , 17 , 18 , 19 ].…”
Section: Introductionmentioning
confidence: 99%