Analysis of the bulb weight of garlic with a focus on sample selection bias

Seong Cheon Choi, Tongjoo Suh
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Abstract

To perform analyses to estimate the bulb weight of garlic, many studies have used actual survey data on garlic growth, which are constructed by periodically examining growth information. Since some individual plants may wither or necrotize during growth, sample selection bias may occur if only surviving individuals are used to estimate the bulb weight of garlic without consideration of the characteristics of individuals that drop out. In this study, the Heckit model was used to estimate the final bulb weight of garlic, with correction for non-randomly selected garlic individuals. As a result of this estimation, it was shown that the presence of garlic damage had a significant effect on survival in the selection model. Some growth variables, such as the leaf sheath and the number of leaves, were directly proportional to the final bulb weight of garlic in the outcome model, whereas variables such as planting density and the number of days of rainfall were inversely proportional to the final bulb weight.
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大蒜鳞茎质量的分析,重点是样本选择偏差
为了进行分析以估计大蒜的鳞茎重量,许多研究使用了大蒜生长的实际调查数据,这些数据是通过定期检查生长信息构建的。由于一些单株在生长过程中可能会枯萎或坏死,如果只使用存活的个体来估计大蒜的鳞茎重量,而不考虑脱落个体的特征,可能会出现样本选择偏差。在本研究中,使用Heckit模型来估计大蒜的最终鳞茎重量,并对非随机选择的大蒜个体进行了校正。结果表明,在选择模型中,大蒜损伤的存在对存活有显著影响。在结果模型中,一些生长变量,如叶鞘和叶片数,与大蒜的最终鳞茎重成正比,而种植密度和降雨天数等变量与最终鳞茎重成反比。
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