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Generating Positive and Negative Exact Rules Using Formal Concept Analysis: Problems andSolutions

机译:使用形式概念分析生成正负定律:问题与解决方案

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The objective of this article is to investigate the problem of generating both positive and negative exact association rules when a formal context K of (positive) attributes is provided. A straightforward solution to this problem consists of conducting an apposition of the initial context K with its complementary context K, construct the concept lattice B(K|K) of apposed contexts and then extract rules. A more challenging problem consists of exploiting rules generated from each one of the contexts K and K to get the whole set of rules for the context K|K. In this paper, we analyze a set of identified situations based on distinct types of input, and come out with a set of properties. Obviously, the global set of (positive and negative) rules is a superset of purely positive rules (i.e., rules with positive attributes only) and purely negative ones since it generally contains mixed rules (i.e., rules in which at least a positive attribute and a negative attribute coexist). The paper presents also a set of inference rules to generate a subset of all mixed rules from positive, negative and mixed ones. Finally, two key conclusions can be drawn from our analysis: (i) the generic basis containing negative rules, Σ_K, cannot be completely and directly inferred from the set Σ_K of positive rules or from the concept lattice B(K), and (ii) the whole set of mixed rules may not be completely generated from Σ_K alone, Σ_K ∪Σ_K alone, or B(K) alone.
机译:本文的目的是研究在提供(正)属性的形式上下文K时生成正和负精确关联规则的问题。这个问题的直接解决方案包括对初始上下文K及其互补上下文K进行并置,构造并置上下文的概念格B(K | K),然后提取规则。一个更具挑战性的问题是利用从上下文K和K中的每一个生成的规则来获取上下文K | K的整个规则集。在本文中,我们根据不同的输入类型分析了一组已识别的情况,并得出了一组属性。显然,全局(正和负)规则集是纯正规则(即,仅具有正属性的规则)和纯负规则的超集,因为它通常包含混合规则(即,至少具有正属性和负规则的规则)否定属性并存)。本文还提出了一组推理规则,以从正,负和混合规则中生成所有混合规则的子集。最后,可以从我们的分析得出两个关键结论:(i)不能从正规则集Σ_K或从概念格B(K)完全和直接推断出包含负规则Σ_K的通用基础,以及(ii )整个混合规则集可能无法完全由单独的Σ_K,单独的Σ_K∪Σ_K或单独的B(K)生成。

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