Knowledge Commons of Institute of Automation,CAS
A pruning based incremental construction algorithm of concept lattice | |
Zhang Ji-Fu; Hu Li-Hua; Zhang Su-Lan; Perner, P | |
发表期刊 | ADVANCES IN DATA MINING |
2006 | |
卷号 | 4065页码:191-201 |
文章类型 | Article |
摘要 | The concept lattice has played an important role in knowledge discovery. However due to inevitable occurrence of redundant information in the construction process of concept lattice, the low construction efficiency has been a main concern in the literature. In this work, an improved incremental construction algorithm of concept lattice over the traditional Godin algorithm, called the pruning based incremental algorithm is proposed, which uses a pruning process to detect and eliminate possible redundant information during the construction. Our pruning based construction algorithm is in nature superior to the Godin algorithm. It can achieve the same structure with the Godin algorithm but with less computational complexity. In addition, our pruning based algorithm is also experimentally validated by taking the star spectra from the LAMOST project as the formal context. |
关键词 | Concept Lattice Pruning Redundant Information Incremental Construction Algorithm Star Spectra |
WOS标题词 | Science & Technology ; Technology |
收录类别 | ISTP ; SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems |
WOS记录号 | WOS:000239623700015 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9350 |
专题 | 09年以前成果 |
作者单位 | 1.Tai Yuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang Ji-Fu,Hu Li-Hua,Zhang Su-Lan,et al. A pruning based incremental construction algorithm of concept lattice[J]. ADVANCES IN DATA MINING,2006,4065:191-201. |
APA | Zhang Ji-Fu,Hu Li-Hua,Zhang Su-Lan,&Perner, P.(2006).A pruning based incremental construction algorithm of concept lattice.ADVANCES IN DATA MINING,4065,191-201. |
MLA | Zhang Ji-Fu,et al."A pruning based incremental construction algorithm of concept lattice".ADVANCES IN DATA MINING 4065(2006):191-201. |
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