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对Apriori算法的改进及其实现研究 被引量:1
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作者 郑继刚 《计算机与数字工程》 2010年第12期24-26,61,共4页
传统的关联规则挖掘Apriori算法时间开销大,针对Apriori算法的不足之处,基于关系代数理论,利用关系矩阵及相关运算给出了搜索频繁项集的基于关系代数理论的关联规则挖掘(ORAR)算法。利用关系矩阵只需扫描数据库一次,以降低算法运行时间... 传统的关联规则挖掘Apriori算法时间开销大,针对Apriori算法的不足之处,基于关系代数理论,利用关系矩阵及相关运算给出了搜索频繁项集的基于关系代数理论的关联规则挖掘(ORAR)算法。利用关系矩阵只需扫描数据库一次,以降低算法运行时间,挖掘频繁项集,最后通过仿真实验比较这两个算法的执行时间,讨论了数据样本量和最小支持度对算法性能的影响。通过大量的仿真实验证明改进的ORAR算法是高效的,减少了挖掘数据集中频繁项集的运行时间。 展开更多
关键词 APRIORI算法 改进 APRIORI Algorithm 搜索频繁项集 关联规则挖掘 算法运行时间 关系矩阵 仿真实验 代数理论 数据集中 最小支持度 执行时间 相关运算 算法性能 实验比较 时间开销 不足之处 样本量 数据库 证明
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实时阵列信号处理系统设计 被引量:1
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作者 朱启强 郑容秋 《微型机与应用》 2014年第24期25-27,30,共4页
根据实际项目需求设计了一种实时阵列信号处理系统,采用多路高速光纤作为数据输入、输出接口;4片处理器组成互联的拓扑结构,任何两片处理器之间都可以互相传送数据,多片处理器可同时对数据进行高速处理;系统配备了大容量存储器,可满足... 根据实际项目需求设计了一种实时阵列信号处理系统,采用多路高速光纤作为数据输入、输出接口;4片处理器组成互联的拓扑结构,任何两片处理器之间都可以互相传送数据,多片处理器可同时对数据进行高速处理;系统配备了大容量存储器,可满足大量数据的存储要求;采用两片现场可编程门阵列器件对系统接口、时序进行控制;为每片处理器分配了处理任务,并对信号处理算法运行时间及数据传输时间进行评估。该系统已在实际项目中运行,充分满足项目要求,运行稳定,验证了本系统设计的可行性。 展开更多
关键词 实时系统设计 阵列信号处理 算法运行时间评估 处理器
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A new clustering algorithm for large datasets 被引量:1
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作者 李清峰 彭文峰 《Journal of Central South University》 SCIE EI CAS 2011年第3期823-829,共7页
The Circle algorithm was proposed for large datasets.The idea of the algorithm is to find a set of vertices that are close to each other and far from other vertices.This algorithm makes use of the connection between c... The Circle algorithm was proposed for large datasets.The idea of the algorithm is to find a set of vertices that are close to each other and far from other vertices.This algorithm makes use of the connection between clustering aggregation and the problem of correlation clustering.The best deterministic approximation algorithm was provided for the variation of the correlation of clustering problem,and showed how sampling can be used to scale the algorithms for large datasets.An extensive empirical evaluation was given for the usefulness of the problem and the solutions.The results show that this method achieves more than 50% reduction in the running time without sacrificing the quality of the clustering. 展开更多
关键词 data mining Circle algorithm clustering categorical data clustering aggregation
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Fast wire segmenting algorithm considering layout density and signal integrity
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作者 马鸿 Ho Chingyen Peng Silong 《High Technology Letters》 EI CAS 2009年第4期416-422,共7页
A k-shortest path based algorithm considering layout density and signal integrity for good buffer candidatelocations is proposed in this paper. Theoretical results for computing the maximal distance betweenbuffers are... A k-shortest path based algorithm considering layout density and signal integrity for good buffer candidatelocations is proposed in this paper. Theoretical results for computing the maximal distance betweenbuffers are derived under the timing, noise and slew rate constraints. By modifying the traditional uniformwire segmenting strategy and considering the impact of tile size on density penalty function, this work proposesk-shortest path algorithm to find the buffer insertion candidate locations. The experiments show thatthe buffers inserted can significantly optimize the design density, alleviate signal degradation, save thenumber of buffers inserted and the overall run time. 展开更多
关键词 candidate location buffer insertion layout density slew noise
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A scenario relaxation algorithm for finite scenario based robust assembly line balancing
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作者 徐炜达 Xiao Tianyuan 《High Technology Letters》 EI CAS 2011年第1期1-6,共6页
A balancing problem for a mixed model assembly line with uncertain task processmg Ume anO daily model mixed changes is considered, and the objective is to minimize the work variances between stations in the line. For ... A balancing problem for a mixed model assembly line with uncertain task processmg Ume anO daily model mixed changes is considered, and the objective is to minimize the work variances between stations in the line. For the balancing problem for the scenario-based robust assembly line with a finitely large number of potential scenarios, the direct solution methodology considering all potential scenarios is quite time-consuming. A scenario relaxation algorithm that embeds genetic al- gorithm is developed. This new algorithm guarantees termination at an optimal robust solution with relatively short running time, and makes it possible to solve robust problems with large quantities of potential scenarios. Extensive computational results are reported to show the efficiency and effectiveness of the proposed algorithm. 展开更多
关键词 scenario-based decision making robust optimization assembly line balancing genetic algorithm
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大数据环境下的车牌统计算法的数据分片研究
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作者 汤星 范永胜 +2 位作者 冯骥 钟贞 孔亚迪 《重庆师范大学学报(自然科学版)》 CAS 北大核心 2019年第6期98-103,共6页
【目的】在大数据环境下,寻找最佳的输入数据分片数量,以便改进统计算法的运行效率。【方法】以车牌统计为例,调整相关多个参数以改变算法中输入数据的分片数量,并分析不同参数下算法运行时间的差异。【结果】最佳的分片数量下的运行效... 【目的】在大数据环境下,寻找最佳的输入数据分片数量,以便改进统计算法的运行效率。【方法】以车牌统计为例,调整相关多个参数以改变算法中输入数据的分片数量,并分析不同参数下算法运行时间的差异。【结果】最佳的分片数量下的运行效率近似于最差的分片数量下运行效率的2倍。【结论】大数据处理中,合理的输入数据的分片数量有助于提高算法的运行效率。同时也分析了分片数量与算法运行时间的函数关系,以期找到最佳的分片数量区间。 展开更多
关键词 车牌统计算法 分片数量 算法运行时间
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TESTING k-EDGE-CONNECTIVITY OF DIGRAPHS 被引量:1
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作者 Yuichi YOSHIDA.HiroI TO 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2010年第1期91-101,共11页
This paper presents an algorithm that tests whether a given degree-bounded digraph is k-edge-connected or E-far from k-edge-connectivity. This is the first testing algorithm for k-edge- connectivity of digraphs whose ... This paper presents an algorithm that tests whether a given degree-bounded digraph is k-edge-connected or E-far from k-edge-connectivity. This is the first testing algorithm for k-edge- connectivity of digraphs whose running time is independent of the number of vertices and edges. A digraph of n vertices with degree bound d is ε-far from k-edge-connectivity if at least εdn edges have to be added or deleted to make the digraph k-edge-connected, preserving the degree bound. Given a constant error parameter ε and a degree bound d, our algorithm always accepts all k-edge-connected digraphs and reiects all digraphs that is ε-far from k-edge-connectivity with orobabilitv at least 2/3.It runs in O(d(εd^-c)^k logεd^-1O)(c〉1 is a constant)time when input digraphs are restricted to be (k-1)-edge connected and runs in O(d(εd^-ck)^klogεd^-kO)(c〉1 is a constant)time for general digraphs. 展开更多
关键词 DIGRAPH GRAPH k-edge-connectivity property testing.
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