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基于模拟划分的SP-k-means-+算法 被引量:3
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作者 杨勇 陈强 +2 位作者 曲福恒 刘俊杰 张磊 《吉林大学学报(工学版)》 EI CAS CSCD 北大核心 2021年第5期1808-1816,共9页
I-k-means-+算法作为一种新的k-means目标函数优化算法,通过分裂与删除簇提高解的质量,在一定程度上克服了k-means算法容易陷入局部最优解而导致目标函数优化效果不佳的问题,但该算法采用一种比较粗糙的方式估计各簇的Gain值和Cost值,... I-k-means-+算法作为一种新的k-means目标函数优化算法,通过分裂与删除簇提高解的质量,在一定程度上克服了k-means算法容易陷入局部最优解而导致目标函数优化效果不佳的问题,但该算法采用一种比较粗糙的方式估计各簇的Gain值和Cost值,影响了目标函数优化效果。针对此问题本文提出了一种基于模拟划分的SP-k-means-+算法,根据各簇模拟划分的情况,更准确地计算各簇的Gain值和Cost值,降低了簇对匹配过程中漏检与误判的可能性,在每次迭代中选择更合适的簇对执行分裂删除操作,进一步优化了目标函数并且避免了无效迭代造成的冗余计算问题。实验结果表明:当无需-+操作时,本文算法与I-kmeans-+算法的目标函数一致且效率提升了16%;当需要-+操作时,本文算法在不降低计算效率的前提下目标函数优化效果较I-k-means-+算法更佳,聚类模型解的精度提高了10%以上,最高达到47%。 展开更多
关键词 人工智能 I-k-means-+ 目标函数优化 分裂与删除 模拟划分 合适的簇对
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An orbital motion study of globular cluster NGC6205
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作者 陈力 赵君亮 +1 位作者 陈鼎 王家骥 《Science China Mathematics》 SCIE 2002年第1期129-136,共8页
The positions and absolute proper motions of 264 stars in the field of about 70′ x 70′ around the globular cluster NGC6205 were determined. In the astrometric reduction, three early and three late epoch plates taken... The positions and absolute proper motions of 264 stars in the field of about 70′ x 70′ around the globular cluster NGC6205 were determined. In the astrometric reduction, three early and three late epoch plates taken with the 40-cm refractor at Shensan, Shanghai, China, were used, with the epoch span of 73 a. The reduction was done using the central overlapping method, with 5 Hipparcos stars and 38 Tycho-2 stars as reference stars. Based on the reduced data of proper motion, the membership probabilities of the sample stars were determined. An absolute proper motion of the cluster of(1.49±0.36)mas a-1 in R.A. and (3.06±0.35)mas a-1 in Decl. was obtained. From this proper motion, together with distance and radial velocity data, we derived the space motion of NGC6205 and the orbit of the cluster in the Galaxy via numerical integration. 展开更多
关键词 globular clusters absolute proper motion space motion ORBIT
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