Analysis of Stated Consumer Preferences Using Multinomial Logit Models and Discretechoice R Package

被引:0
|
作者
Bak, Andrzej [1 ]
Bartlomowicz, Tomasz [1 ]
机构
[1] Wroclaw Univ Econ & Business, Wroclaw, Poland
关键词
consumer preferences; discrete choices; microeconometrics; multinomial logit models; R program;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
The purpose of the article is to analyze consumer preferences using the selected multinomial logit models consisting of unordered categories. These models are included in the area of microeconometrics and are applied to analyze stated consumer preferences following the approach based on choices and random utility theory. The conducted empirical research was based on the authors' DiscreteChoice package developed for CRAN R project. The package implements a multinomial, conditional and mixed logit models as well as the functions which can be applied in the discrete choice method for the construction of an experiment, e.g., for a fractional factorial design development, option set coding and model parameter estimation.
引用
收藏
页码:8888 / 8901
页数:14
相关论文
共 50 条
  • [1] Fast Estimation of Multinomial Logit Models: R Package mnlogit
    Hasan, Asad
    Wang Zhiyu
    Mahani, Alireza S.
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2016, 75 (03): : 1 - 24
  • [2] Stated Preferences Analysis Using Conjoint Analysis Method and Conjoint R Package
    Bartlomowicz, Tomasz
    Bak, Andrzej
    [J]. VISION 2025: EDUCATION EXCELLENCE AND MANAGEMENT OF INNOVATIONS THROUGH SUSTAINABLE ECONOMIC COMPETITIVE ADVANTAGE, 2019, : 12442 - 12457
  • [3] Multinomial Logit Models with Continuous and Discrete Individual Heterogeneity in R: The gmnl Package
    Sarrias, Mauricio
    Daziano, Ricardo A.
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2017, 79 (02): : 1 - 46
  • [4] Effect Displays in R for Multinomial and Proportional-Odds Logit Models: Extensions to the effects Package
    Fox, John
    Hong, Jangman
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2009, 32 (01): : 1 - 24
  • [5] Semiparametric multinomial logit models for analysing consumer choice behaviour
    Kneib, Thomas
    Baumgartner, Bernhard
    Steiner, Winfried J.
    [J]. ASTA-ADVANCES IN STATISTICAL ANALYSIS, 2007, 91 (03) : 225 - 244
  • [6] Semiparametric multinomial logit models for analysing consumer choice behaviour
    Thomas Kneib
    Bernhard Baumgartner
    Winfried J. Steiner
    [J]. AStA Advances in Statistical Analysis, 2007, 91 : 225 - 244
  • [8] hmmm: An R Package for Hierarchical Multinomial Marginal Models
    Colombi, Roberto
    Giordano, Sabrina
    Cazzaro, Manuela
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2014, 59 (11):
  • [9] Joint mixed logit models of stated and revealed preferences for alternative-fuel vehicles
    Brownstone, D
    Bunch, DS
    Train, K
    [J]. TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2000, 34 (05) : 315 - 338
  • [10] Air itinerary shares estimation using multinomial logit models
    Busquets, Judit Guimera
    Alonso, Eduardo
    Evans, Antony D.
    [J]. TRANSPORTATION PLANNING AND TECHNOLOGY, 2018, 41 (01) : 3 - 16