Title :
A Novel Dynamic Skyline Operation for Multicriteria Decision Support
Author :
Junyi Chai ; Liu, Jame N. K. ; Man Lung Yiu ; Hongwei Wang ; Anming Li
Author_Institution :
Dept. of Comput., Hong Kong Polytech. Univ., Kowloon, China
Abstract :
The skyline operation is a typical Multicriteria Decision Making (MCDM) that has been well studied in database context. The basic assumption of convention-al skyline operator is preference-ordered values within multi-dimensional decision tables. This assumption utilizes preference-ordered values to simplify the complex human preference, which is subject to big challenges in real applications. In this paper, we firstly investigate preference relations on skyline operation and lead to a dynamic preference model. We then introduce the concept of preference intensity and propose a new decision model, called Tolerant Skyline Operation (T-skyline). We study the method for computation of T-skyline and address the issue of continuous T-skyline maintenance. Through a detailed case study related to the NBA player evaluation in 2010-11 regular seasons, we demonstrate the effectiveness and advantages of the proposed decision model.
Keywords :
decision making; decision support systems; decision tables; sport; MCDM; NBA player evaluation; complex human preference; continuous T-skyline maintenance; conventional skyline operator; database context; dynamic preference model; dynamic skyline operation; multicriteria decision making; multicriteria decision support system; multidimensional decision tables; preference intensity; preference-ordered values; tolerant skyline operation; Computational modeling; Databases; Educational institutions; Games; Heuristic algorithms; Maintenance engineering; Optimization;
Conference_Titel :
System Sciences (HICSS), 2013 46th Hawaii International Conference on
Conference_Location :
Wailea, Maui, HI
Print_ISBN :
978-1-4673-5933-7
Electronic_ISBN :
1530-1605
DOI :
10.1109/HICSS.2013.49