期刊名称:Indian Journal of Innovations and Developments
印刷版ISSN:2277-5382
电子版ISSN:2277-5390
出版年度:2015
卷号:4
期号:7
页码:1-7
语种:English
出版社:Indian Society for Education and Environment
摘要:Objectives: To achieve the accuracy of clustering performances higher and to optimize the scalable approaches. Methods: Constrained spectral clustering and optimization algorithms are used to analyze and evaluate the large dataset. It is used to produce quality of clustering results. Findings: The proposed method achieves high performance in terms of precision, recall and accuracy. Application/Improvements: The proposed system is done by using optimization algorithm and pairwise constraints concepts. The optimization algorithm is used to increase the clustering accuracy and produce more optimal performances.
其他摘要:Objectives: To achieve the accuracy of clustering performances higher and to optimize the scalable approaches. Methods: Constrained spectral clustering and optimization algorithms are used to analyze and evaluate the large dataset. It is used to produce quality of clustering results. Findings: The proposed method achieves high performance in terms of precision, recall and accuracy. Application/Improvements: The proposed system is done by using optimization algorithm and pairwise constraints concepts. The optimization algorithm is used to increase the clustering accuracy and produce more optimal performances.
关键词:Constrained Spectral Clustering; Scalability and Optimization.