Research on composition analysis and type identification of ancient glass products based on data mining
DOI: 10.23977/autml.2022.030210 | Downloads: 41 | Views: 1646
Author(s)
Chang Su 1, Jingjing Wang 2
Affiliation(s)
1 School of Information Management & Engineering, Shanghai University of Finance and Economics, Shanghai, 200433, China
2 School of Mathematics, Shanghai University of Finance and Economics, Shanghai, 200433, China
Corresponding Author
Chang SuABSTRACT
The ancient glass products are easy to be weathered, which makes a large number of internal and external elements exchange, leading to the change of their composition proportion, which further affects the composition analysis and identification. This paper establishes a mathematical model based on the weathering phenomenon of ancient glass products in China and the related chemical composition data, to predict, analyze and solve the classification laws and classification results of different glasses, the statistical laws and correlation of chemical composition content, and other problems.
KEYWORDS
Chi-square test, decision tree, cluster analysis, BP neural network, grey correlation analysisCITE THIS PAPER
Chang Su, Jingjing Wang, Research on composition analysis and type identification of ancient glass products based on data mining. Automation and Machine Learning (2022) Vol. 3: 63-72. DOI: http://dx.doi.org/10.23977/autml.2022.030210.
REFERENCES
[1] Gu Liangliang, Zhou Jing. Some problems in the study of ancient Chinese glass art [J]. Art and Design, 2021, 2(04): 112-114.
[2] Scientific Platform Serving for Statistics Professional 2021. SPSSPRO. (Version 1.0.11)[Online Application Software]. Retrieved from https://www.spsspro.com.
[3] Mao Shisong, Wang Jinglong, Pu Xiaolong, et al. Advanced mathematical statistics [M]. Beijing: Higher Education Press, 2006.
[4] Zhou Zhihua. Machine learning [M]. Tsinghua University Press, 2016.
[5] Jain, A. K. , and R. C. Dubes . "Algorithms for clustering data." Technometrics 32.2(1988):227-229.
[6] Saroj, Kavita. Review: a study on simple k mean and modified K means clustering technique [J].International Journal of Computer Science Engineering and Technology, 2016, 6(7): 279-281.
[7] Wang Chengyu, Tao Ying. The weathering of silicate glasses [J]. Journal of the Chinese Ceramic Society, 2003(01): 78-85.
[8] Wu Jianhui, Wabg Guoli, Yu Liqun, et al. Sensitivity analysis and application of BP neural network [C]. // The 3rd Shanxi-Hebei-Luyu Epidemiology Academic Conference and 2010 Epidemiology Zhengzhou Forum Proceedings. 2010: 160-165.
[9] Azzeh M, Neagu D, Cowling P I. Fuzzy grey relational analysis for software effort estimation. [M]. Kluwer Academic Publishers, 2010.
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