随着信息时代的来临,互联网产生的大规模高维数据呈现几何级数增长,对其进行谱聚类在计算时间和内存使用上都存在瓶颈问题,尤其是求Laplacian矩阵特征向量分解。鉴于Hadoop MapReduce并行编程模型对密集型数据处理的优势,基于t最近邻稀...随着信息时代的来临,互联网产生的大规模高维数据呈现几何级数增长,对其进行谱聚类在计算时间和内存使用上都存在瓶颈问题,尤其是求Laplacian矩阵特征向量分解。鉴于Hadoop MapReduce并行编程模型对密集型数据处理的优势,基于t最近邻稀疏化近似相似Laplacian矩阵,设计Hadoop MapReduce并行近似谱聚类算法,以期解决上述瓶颈问题。实验使用UCI Bag of Words数据集验证所设计算法的正确性和有效性,结果显示该并行设计在谱聚类质量和性能方面达到了一定的预期效果。展开更多
Body-centered tetragonal C4 （bct C4） is a new form of crystalline spa carbon, which is found to be transparent, dynamically stable at zero pressure and more stable than graphite beyond 18.6 GPa. Symmetry analysis of...Body-centered tetragonal C4 （bct C4） is a new form of crystalline spa carbon, which is found to be transparent, dynamically stable at zero pressure and more stable than graphite beyond 18.6 GPa. Symmetry analysis of the vibrational modes of bct C4 at Brillouin zone center is performed, Raman and infrared active modes are identified. The analysis results show that, different from cubic diamond and hexagonal diamond, there is an infrared active mode in bct C4. Based on first-principle method within the local density approximation, vibrational frequencies, Born effective charge tensors, and infrared absorption intensity of bct C4 are obtained. The vibrational modes of bct C4 are presented and compared with those of cubic diamond and hexagonal diamond in detail展开更多
The photoabsorption spectra have been calculated for Sis and SilO （n ≤ 5） clusters using time-dependent density-function theory. Our studies suggest that Sin-1 O clusters are relatively stable than those of corresp...The photoabsorption spectra have been calculated for Sis and SilO （n ≤ 5） clusters using time-dependent density-function theory. Our studies suggest that Sin-1 O clusters are relatively stable than those of corresponding Sis clusters. Moreover, substantial differences are observed among the absorption spectra of different molecules in the energy region （0 - 8 eV）. Comparing two different exchange-correlation potentials, local-density and generalized-gradient approximations, both calculated optical spectra present the same spectral feature.展开更多
This paper introduces throughput-efficient wireless system based on an extension to binary phasemodulations,named extended binary phase shift keying(EBPSK),and the corresponding analysis ofpower spectra,especially the...This paper introduces throughput-efficient wireless system based on an extension to binary phasemodulations,named extended binary phase shift keying(EBPSK),and the corresponding analysis ofpower spectra,especially the extension to channel capacity are given.Importantly,a novel sequential es-timation and detection approach for this EBPSK system is proposed.The basic idea is to design a proba-bilistic approximation method for the computation of the maximum a posterior distribution via particle fil-tering method(PF).Subsequently,a new important function in PF is presented,so that the performanceof the detector has a great improvement.Finally,computer simulation illustrates that EBPSK system hasvery high transmission rate,and also the good performance of the proposed PF detector is demonstrated.展开更多
文摘随着信息时代的来临,互联网产生的大规模高维数据呈现几何级数增长,对其进行谱聚类在计算时间和内存使用上都存在瓶颈问题,尤其是求Laplacian矩阵特征向量分解。鉴于Hadoop MapReduce并行编程模型对密集型数据处理的优势,基于t最近邻稀疏化近似相似Laplacian矩阵,设计Hadoop MapReduce并行近似谱聚类算法,以期解决上述瓶颈问题。实验使用UCI Bag of Words数据集验证所设计算法的正确性和有效性,结果显示该并行设计在谱聚类质量和性能方面达到了一定的预期效果。
文摘Body-centered tetragonal C4 （bct C4） is a new form of crystalline spa carbon, which is found to be transparent, dynamically stable at zero pressure and more stable than graphite beyond 18.6 GPa. Symmetry analysis of the vibrational modes of bct C4 at Brillouin zone center is performed, Raman and infrared active modes are identified. The analysis results show that, different from cubic diamond and hexagonal diamond, there is an infrared active mode in bct C4. Based on first-principle method within the local density approximation, vibrational frequencies, Born effective charge tensors, and infrared absorption intensity of bct C4 are obtained. The vibrational modes of bct C4 are presented and compared with those of cubic diamond and hexagonal diamond in detail
基金supported by the National Natural Science Foundation of China and China Academy of Engineering Physics under Grant No. 10676025 (NSAF)
文摘The photoabsorption spectra have been calculated for Sis and SilO （n ≤ 5） clusters using time-dependent density-function theory. Our studies suggest that Sin-1 O clusters are relatively stable than those of corresponding Sis clusters. Moreover, substantial differences are observed among the absorption spectra of different molecules in the energy region （0 - 8 eV）. Comparing two different exchange-correlation potentials, local-density and generalized-gradient approximations, both calculated optical spectra present the same spectral feature.
基金Supported by the National Natural Science Foundation of China (No. 60872075)China Postdoctoral Science Foundation (No. 20080441015)
文摘This paper introduces throughput-efficient wireless system based on an extension to binary phasemodulations,named extended binary phase shift keying(EBPSK),and the corresponding analysis ofpower spectra,especially the extension to channel capacity are given.Importantly,a novel sequential es-timation and detection approach for this EBPSK system is proposed.The basic idea is to design a proba-bilistic approximation method for the computation of the maximum a posterior distribution via particle fil-tering method(PF).Subsequently,a new important function in PF is presented,so that the performanceof the detector has a great improvement.Finally,computer simulation illustrates that EBPSK system hasvery high transmission rate,and also the good performance of the proposed PF detector is demonstrated.
