Title :
Coordinators based on cognitive psychology features and the corresponding KDD process model
Author :
Yang, Bingru ; Yang, Jun ; Tang, Zhiang ; Fang, Weiwei
Author_Institution :
Sch. of Inf. Eng., Univ. of Sci. &. Technol. of China, Beijing
Abstract :
Based on cognitive psychology features, we firstly proposed heuristic coordinator and maintenance coordinator, which are exploited to improve the ability of self-cognition of KDD. Then we discussed the design and corresponding algorithms of the two coordinators. To realize self-focusing and real-time maintenance of knowledge base, we also introduced double bases cooperating mechanism, which is the key technology for directional searching and directional mining. Next based on the above two coordinators and double bases cooperating mechanism, we discussed KDD*, and comparative experimental results show that the new process model improve the performance of KDD to a certain extent.
Keywords :
cognitive systems; data mining; database management systems; psychology; software maintenance; KDD process model; cognitive psychology features; directional mining; directional searching; heuristic coordinator; knowledge discovery in database; maintenance coordinator; real-time maintenance; self-focusing maintenance; Databases; Psychology; KDD*; double bases cooperating mechanism; heuristic coordinator; knowledge discovery; maintenance coordinator;
Conference_Titel :
Control and Decision Conference, 2008. CCDC 2008. Chinese
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-1733-9
Electronic_ISBN :
978-1-4244-1734-6
DOI :
10.1109/CCDC.2008.4597768