Title :
Behavior prediction of telecom consumers´ choice with packages based on improved nested logit model
Author :
Yunhui Miao ; Jiafu Tang ; Gang Qu
Author_Institution :
Sch. of Bus. Adm., Northeastern Univ., Shenyang, China
Abstract :
Traditional nested logit model assumes that the consumers are complete rationality when predicting the choice of consumer behavior. But in actual, consumers are often limited rationality. Reference dependent model analyzes the consumers´ behavior with limited rationality, and it extends the value function of prospect theory in multiple attributes. This paper will improve the traditional nested logit model based on reference dependence. We will consider multiple attributes and multiple reference points, and predict the choice behavior of telecom consumers with limited rationality about packages. Finally, in the example analysis, we will utilize the actual data of some telecom operator to analyze the original and improved models. Through the nested logit regression analysis using software STATA, the results will verify the effectiveness of the improved model further.
Keywords :
consumer behaviour; regression analysis; telecommunication networks; STATA software; consumer behavior prediction; improved nested logit model; reference dependent model; regression analysis; telecom consumer choice packaging; telecom operator; Analytical models; Correlation; Data models; Educational institutions; Predictive models; Regression analysis; Telecommunications; Choice Behavior; Limited rationality; Nested Logit Model; Predict; Reference Dependent Model; Reference Point;
Conference_Titel :
Control and Decision Conference (CCDC), 2013 25th Chinese
Conference_Location :
Guiyang
Print_ISBN :
978-1-4673-5533-9
DOI :
10.1109/CCDC.2013.6561202