DocumentCode :
2248751
Title :
The Model of Semi-parametric Stochastic Frontier and Its Calculation Based on Multidimensional Matrix and Data Warehouse
Author :
Tong, Hengqing ; Lu, Xiaochuan ; Wang, Wenjuan
Author_Institution :
Dept. of Math., Wuhan Univ. of Tech., Wuhan
Volume :
1
fYear :
2008
fDate :
19-19 Dec. 2008
Firstpage :
457
Lastpage :
460
Abstract :
The data of general database is two-dimensional, while the general mathematical models and data analysis formula are also based on two-dimensional matrix. Nowadays, data sets based on data warehouse and some of the applied database (such as spatial database) are multi-dimensional, so there is an important problem of science and technology that is needed to be solved urgently, that is, to suit the expression of multi-dimensional matrix of multi-dimensional data sets, mathematical models and algorithms based on data warehouse. The stochastic frontier linear model, introduced and developed by statisticians, solves the objectivity and optimality problems of production function well. The main part is a linear model. In fact, linear regression may be largely deviated, and using single non-parameter regression alternatively may be inconvincible. Combined with linear regression and non-parameter regression, Stone firstly designed a model, which is popularly studied, named linear semi-parameter regression model. Now, we take advantage of this thought to study stochastic frontier problems, and present following stochastic frontier semi-parameter model. In the end of this paper, we give an example computed by DASC which is a software developed by ourself.
Keywords :
data warehouses; matrix algebra; regression analysis; stochastic processes; 2D matrix; data analysis formula; data warehouse; general mathematical models; linear regression; linear semiparameter regression model; multidimensional matrix; single nonparameter regression; stochastic frontier linear model; stochastic frontier semiparameter model; Data analysis; Data warehouses; Linear regression; Mathematical model; Mathematics; Multidimensional systems; Production; Seminars; Spatial databases; Stochastic processes; Data Warehouse; Linear Regression; Multidimensional Matrix; Nonparametric Regression; Semi-parametric Stochastic Frontier Model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Business and Information Management, 2008. ISBIM '08. International Seminar on
Conference_Location :
Wuhan
Print_ISBN :
978-0-7695-3560-9
Type :
conf
DOI :
10.1109/ISBIM.2008.212
Filename :
5117526
Link To Document :
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