Title :
Directed acyclic concept graph based attribute oriented induction
Author :
Sun, Junping ; Bi, Wenyi
Author_Institution :
Graduate Sch. of Comput. & Inf. Sci., Nova Southeastern Univ., Fort Lauderdale, FL, USA
Abstract :
This paper introduces an attribute oriented induction method on a directed acyclic concept graph to perform the task of knowledge discovery on a given relational database (table) for rule derivation. Our proposed method is different from previous approaches such as basic attribute oriented induction, rule-based attribute oriented induction, and path-id based attribute oriented induction in avoiding backtracking and information loss
Keywords :
data mining; directed graphs; relational databases; directed acyclic concept graph based attribute oriented induction; knowledge discovery; relational database; rule derivation; Bismuth; Computational efficiency; Computer industry; Data analysis; Data mining; Database systems; Machine learning; Mining industry; Relational databases; Sun;
Conference_Titel :
Systems, Man, and Cybernetics, 2001 IEEE International Conference on
Conference_Location :
Tucson, AZ
Print_ISBN :
0-7803-7087-2
DOI :
10.1109/ICSMC.2001.972949