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基于粗糙集决策树算法的研究
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作者 彭莉芬 陈俊生 胡学钢 《安庆师范学院学报(自然科学版)》 2012年第1期75-78,共4页
传统的决策树方法在实际应用中存在很多不足,如生成树规模过大,抗噪性较差等,因此,提出了将变精度粗糙集和混合变量集算法应用于决策树分类中,通过变精度和混合属性集分类减小树的规模和过度拟合问题,降低了噪声数据对属性选择的影响,... 传统的决策树方法在实际应用中存在很多不足,如生成树规模过大,抗噪性较差等,因此,提出了将变精度粗糙集和混合变量集算法应用于决策树分类中,通过变精度和混合属性集分类减小树的规模和过度拟合问题,降低了噪声数据对属性选择的影响,并通过实验证明该算法与传统的算法相比具有较大的优越性。 展开更多
关键词 决策树 粗糙 变精度 混合变量集
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Generating Semi-Algebraic Invariants for Non-Autonomous Polynomial Hybrid Systems 被引量:1
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作者 WANG Qiuye LI Yangjia +1 位作者 XIA Bican ZHAN Naijun 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2017年第1期234-252,共19页
Hybrid systems are dynamical systems with interacting discrete computation and continuous physical processes, which have become more common, more indispensable, and more complicated in our modern life. Particularly, m... Hybrid systems are dynamical systems with interacting discrete computation and continuous physical processes, which have become more common, more indispensable, and more complicated in our modern life. Particularly, many of them are safety-critical, and therefore are required to meet a critical safety standard. Invariant generation plays a central role in the verification and synthesis of hybrid systems. In the previous work, the fourth author and his coauthors gave a necessary and sufficient condition for a semi-algebraic set being an invariant of a polynomial autonomous dynamical system, which gave a confirmative answer to the open problem. In addition, based on which a complete algorithm for generating all semi-algebraic invariants of a given polynomial autonomous hybrid system with the given shape was proposed. This paper considers how to extend their work to non-autonomous dynamical and hybrid systems. Non-autonomous dynamical and hybrid systems are with inputs, which are very common in practice; in contrast, autonomous ones are without inputs. Furthermore, the authors present a sound and complete algorithm to verify semi-algebraic invariants for non-autonomous polynomial hybrid systems. Based on which, the authors propose a sound and complete algorithm to generate all invariants with a pre-defined template. 展开更多
关键词 Hybrid systems INVARIANTS NON-A utonomous systems polynomial ideals semi-algebraic sets.
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