Title
The Lower and the Upper Systems of Rules in Tables with Missing Values.
Abstract
A rule in a Deterministic Information System (DIS) is often defined by an implication tau such that both support(tau) >= alpha and accuracy(tau) >= beta hold for the threshold values alpha and beta. In the previous work, we focused on the information incompleteness in DISs, and investigated rule generation in Non-deterministic Information Systems (NISs). We also proposed NIS-Apriori algorithm for this rule generation. In this paper, we consider DISs with missing values, which may be known as Incomplete Information Systems (I ISs). A rule in a DIS is extended to either a rule in the lower system or a rule in the upper system in each DIS with missing values. NIS-Apriori algorithm is applied to generating such rules.
Year
DOI
Venue
2010
10.1007/978-3-642-17622-7_14
Communications in Computer and Information Science
Keywords
Field
DocType
Rough sets,Incomplete information,Missing values,Rule generation,Apriori algorithm
Incomplete information system,Information system,Data mining,Apriori algorithm,Algorithm,Rough set,Missing data,Complete information,Mathematics
Conference
Volume
ISSN
Citations 
118
1865-0929
1
PageRank 
References 
Authors
0.35
8
3
Name
Order
Citations
PageRank
Hiroshi Sakai117113.84
Michinori Nakata229237.49
Dominik Ślęzak355350.04