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Artistic painting: A fractional calculus perspective

机译:艺术绘画:分数微积分的观点

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This paper studies artistic paintings by means of information theory and fractional calculus. A set of artworks created by 100 artists in a time scale covering the last seven centuries of the human kind, is characterized through different entropy indices. First, the paintings are converted into digital format and discretized. Afterwards, the data for color and grayscale images are processed by means of the Shannon and the fractional entropies, both for 1- and 2-dim histograms. The results are correlated with artistic movements that took place throughout the history of painting. In a second phase, the similarities between artists are analyzed for various periods of time. A sample of 10 artworks per artist is considered and their 2-dim fractional entropy is calculated for time scales of 700 and 130 years. The data are processed by a hierarchical clustering algorithm and the results interpreted under the light of the emerging clusters. Finally, the works of a single artist are compared during a short time scale of 47 years.
机译:本文通过信息论和分数演算研究艺术绘画。由100位艺术家创作的一组艺术品,其时间尺度涵盖了人类的最后七个世纪,其特征在于具有不同的熵指数。首先,将绘画转换为数字格式并离散化。然后,利用Shannon和分数熵(分别针对1维和2维直方图)处理彩色和灰度图像的数据。结果与整个绘画历史上发生的艺术运动相关。在第二阶段中,分析了不同时间段艺术家之间的相似性。考虑了每位艺术家10幅作品的样本,并针对700年和130年的时间尺度计算了它们的2维分数熵。数据由分层聚类算法处理,并根据新兴聚类解释结果。最后,在47年的短时间内比较了单个艺术家的作品。

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