Material Classification from Imprecise Chemical Composition : Probabilistic vs Possibilistic Approach

机译：从不精确的化学成分进行材料分类：概率与可能性方法

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In this paper we propose a method of explainable material classification from imprecise chemical compositions. The problem of classification from imprecise data is addressed with a fuzzy decision tree whose terms are learned by a clustering algorithm. We deduce fuzzy rules from the tree, which will provide a justification of the result of the classification. Two opposed approaches are compared : the probabilistic approach and the possibilistic approach.

机译：在本文中，我们提出了一种根据不精确化学成分对材料进行分类的方法。通过模糊决策树解决了从不精确数据分类的问题，该决策树的术语是通过聚类算法学习的。我们从树上推导出模糊规则，这将为分类结果提供依据。比较了两种相反的方法：概率方法和可能性方法。

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《IEEE International Conference on Fuzzy Systems》|2018年|1-8|共8页
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Arnaud Grivet Sébert; Jean-Philippe Poli;
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Chemicals; Containers; Probabilistic logic; Clustering algorithms; Neutrons; Decision trees; Linguistics;

机译：化学药品;容器;概率逻辑;聚类算法;中子;决策树;语言学;

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1. Dietary exposure to chemical migrants from food contact materials: A probabilistic approach [J] . M. J. HOLMES, A. HART, P. NORTHING, Food Additives & Contaminants . 2005,第10期

机译：饮食接触食物接触材料所产生的化学移民的概率方法
2. A systematic approach for thermal stability predictions of chemicals and their risk assessment: Pattern recognition and compounds classification based on thermal decomposition curves [J] . Mage L., Baati N., Nanchen A., Transactions of The Institution of Chemical Engineers. Process Safety and Environmental Protection, Part B . 2017,第期

机译：用于化学品的热稳定性预测的系统方法及其风险评估：基于热分解曲线的模式识别和化合物分类
3. A systematic screening approach for new materials for thermochemical energy storage and conversion based on the Strunz mineral classification system [J] . Afflerbach S., Trettin R. Thermochimica Acta: An International Journal Concerned with the Broader Aspects of Thermochemistry and Its Applications to Chemical Problems . 2019,第期

机译：基于Strunz矿物分类系统的热化学能量存储和转换的新材料的系统筛选方法
4. Material Classification from Imprecise Chemical Composition: Probabilistic vs Possibilistic Approach [C] . Arnaud Grivet Sebert, Jean-Philippe Poli IEEE International Conference on Fuzzy Systems . 2018

机译：来自不精确化学成分的材料分类：概率vs可能性方法
5. A NON-PROBABILISTIC APPROACH TO DECISION-MAKING IN THE PRESENCE OF IMPRECISE INFORMATION (FUZZY SET THEORY, APPROXIMATE REASONING) [D] . AMMAR, SALWA HAMED. 1986

机译：存在不精确信息时的非概率决策方法（模糊集理论，近似推理）
6. A New Hybrid Possibilistic-Probabilistic Decision-Making Scheme for Classification [O] . Basel Solaiman, Didier Guériot, Shaban Almouahed, 2021

机译：一种用于分类的新的混合可能性 - 概率决策计划
7. Inventory control model based on multi-attribute material classification: An integrated grey-rough set and probabilistic neural network approach [O] . Z.L. Zhang, Y.F. Wang, Y. Li 2019

机译：基于多属性材料分类的库存控制模型：一种集成灰色粗糙集和概率神经网络方法
8. PACT (Possibilistic Approach to Correlation and Tracking): An Approach to Combining Linguistic-Based and Probabilistic Information in Correlation and Tracking [R] . Goodman, I. R. 1986

机译：paCT（相关和跟踪的可能性方法）：在相关和跟踪中结合基于语言和概率信息的方法

Material Classification from Imprecise Chemical Composition : Probabilistic vs Possibilistic Approach

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