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Modeling based on the effects of grapes for wine

机译:基于葡萄对葡萄酒的影响进行建模

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This paper aims to propose a proper mathematical model to evaluate wines quality through wine grape and wines physical and chemical component. At the same time, this method can analyze the relationship between grape and wines physical and chemical component. For the reason that the physical and chemical component of wines has direct relationship with the wine grape, we firstly take use of linear regression method to model the relationship between physical and chemical component of wines and wines grape. And this model can also be used to model the relationship between physical and chemical component of wines and quality of wine. For better performance, we extend this model to a state-of-art sparse model, since the quality of wines is usually related with only several principal components. For the evaluation, we utilize the cross validation to evaluate our sparse model.
机译:本文旨在提出一个合适的数学模型,通过葡萄和葡萄酒的理化成分来评估葡萄酒的质量。同时,该方法可以分析葡萄与葡萄酒理化成分之间的关​​系。由于葡萄酒的理化成分与酿酒葡萄有直接关系,因此我们首先采用线性回归方法对葡萄酒与酿酒葡萄的理化成分之间的关​​系进行建模。并且该模型还可以用于模拟葡萄酒的物理和化学成分与葡萄酒质量之间的关系。为了获得更好的性能,我们将此模型扩展为最新的稀疏模型,因为葡萄酒的质量通常仅与几个主要成分有关。对于评估,我们利用交叉验证来评估我们的稀疏模型。

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