Applications of sequential set partitioning: a set of technical information systems problems

被引:1
|
作者
Osei-Bryson, KM [1 ]
Joseph, A
机构
[1] Virginia Commonwealth Univ, Dept Informat Syst, Richmond, VA 23284 USA
[2] Virginia Commonwealth Univ, Sch Business, Informat Syst Res Inst, Richmond, VA 23284 USA
[3] Univ Miami, Sch Business Adm, Dept Management Sci, Coral Gables, FL 33124 USA
来源
关键词
program segmentation; attribute discretization; knowledge discovery; concurrency control; lock tables; parametric linear programming;
D O I
10.1016/j.omega.2005.01.008
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Many problems that appear in different contexts are conceptually similar and so are amenable to solution by a common technique. Three such technical Information Systems (IS) problems are: (1) segmentation of computer programs; (2) attribute discretization for decision tree induction; and (3) design of hash tables in database systems. In this paper we show how each of these seemingly different problems can be formulated as a sequential (set) partitioning problem, and solved using a parametric linear programming (LP) procedure. This approach provides optimal solutions unlike previous solution approaches which were either greedy heuristics or limited to solving only a specific problem situation. Given the likelihood that other applications of the sequential partitioning problem exist in IS, the material presented here could be useful to other researchers in formulating the problem at an appropriate level of abstraction so that available optimal solution approaches can be identified. In addition to providing a common solution method, parametric LP frees the user from having to make premature decisions regarding the number of groups for the partition, and this decision can be delayed post solution. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:492 / 500
页数:9
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