Artwork price trend calculation method based on artwork transaction big data research
A calculation method and art technology, applied in the field of social and economic data statistical research, can solve the problems of low frequency of repeated transactions, bias in sample selection, and low proportion of repeated sales data, and achieve the effect of authenticity advantage
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Embodiment 1
[0020] An art price trend calculation method based on art transaction big data research, including the following steps:
[0021] Step 1: Establish the model, model formula, formula 1 is as follows:
[0022]
[0023] P i, t Is the selling price of artwork i in the T period; X k,i,t Represents the k-th feature value of the artwork i in the t-th period. If the feature value is a dummy variable, then when the artwork has this feature, x is set to 1, otherwise it is set to 0. If the feature is a continuous variable, the pair of variables is used Number form; α k Is the implied price of the k-th feature of the artwork; time i, t Is the transaction time of artwork i, if the transaction is done in the t-th period, time is 1, otherwise 0; β t It is the marginal influence of time on the price of art, which is the basis for constructing the calculation method of the price trend of the art;
[0024] Step 2: Selection and processing of variables. Characteristic variables of calligraphy and paint...
Embodiment 2
[0030] On the basis of the above-mentioned embodiment, the calculation method of the present invention is based on massive data from 5000 auction houses around the world and auctioned in the past 10 years. Through strict screening of auction houses and lots, sample data is formed and included in the calculation method Each lot of the lot is classified by multi-dimensional features, such as the themes and prints of Chinese paintings and calligraphy, the content of Chinese oil paintings, paints, etc., standardize them, and then use the internationally recognized feature regression method to fit the price of the work Level, analyze the trend of the overall market price level over time from a statistical perspective. The calculation sample data used in this calculation method is refined by professionals, and it has great advantages in the comprehensiveness, professionalism, and authenticity of the data.
[0031] The present invention provides a method for calculating the price trend ...
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