Title :
User-centered Interactive Data Mining
Author :
Zhao, Yan ; Chen, Yaohua ; Yao, Yiyu
Author_Institution :
Dept. of Comput. Sci., Regina Univ., Sask.
Abstract :
While many data mining models concentrate on automation and efficiency, interactive data mining models focus on adaptive and effective communications between human users and computer systems. User views, preferences, strategies and judgments play the most important roles in human-machine interactivities, guide the selection of target knowledge representations, operations, and measurements. Practically, user views, preferences and judgments also decide strategies of abnormal situation handling, and explanations of mined patterns. In this paper, we discuss these fundamental issues
Keywords :
data mining; interactive systems; knowledge representation; data mining model; knowledge representation; user-centered interactive data mining; Automation; Cognitive informatics; Communication effectiveness; Computer science; Data mining; Humans; Information retrieval; Knowledge representation; Man machine systems; Spatial databases;
Conference_Titel :
Cognitive Informatics, 2006. ICCI 2006. 5th IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-0475-4
DOI :
10.1109/COGINF.2006.365532