Bayesian Hierarchical Choice Modeling framework for capturing heterogeneous preferences in engineering system design

Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference 2009, DETC2009

Volumn 5, Issue PART A, 2010, Pages 361-370

  Hoyle, Christopher ^a   Chen, Wei ^a   Wang, Nanxin ^b   Koppelman, Frank S ^a  

^a Northwestern University   (United States)

^b FORD MOTOR COMPANY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALL-AT-ONCE; BAYESIAN; CHOICE MODEL; CHOICE MODELING; COMPLEX ENGINEERING SYSTEM; COMPLEX SYSTEM DESIGN; CUSTOMER PREFERENCES; ENGINEERING DESIGN; ENGINEERING SYSTEM DESIGN; MITIGATE ERRORS; MODEL ESTIMATION; MODEL FRAMEWORK; MODEL HIERARCHY; MODELING FRAMEWORKS; MULTIPLE MODELS; MULTIPLE SOURCE; QUALITATIVE ATTRIBUTES; QUANTITATIVE ATTRIBUTES; SOLUTION PROCEDURE;

BAYESIAN NETWORKS; MODELS;

DESIGN;

EID: 77953694374     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1115/DETC2009-87026     Document Type: Conference Paper

References (29)

1. Kumar, D., Hoyle, C., Chen, W., Wang, N., Gomez-Levi, G, and Koppelman, F., 2009, "A Hierarchical Choice Modelling Approach for Incorporating Customer Preferences in Vehicle Package Design," International Journal of Product Development, In Press.
2. Li, H., and Azarm, S., 2000, "Product Design Selection under Uncertainty and with Competitive Advantage," Transactions of ASME: Journal of Mechanical Design, 122(4), 411-418.
3. Michalek, J. J., Feinberg, F. M., and Papalambros, P. Y, 2005, "Linking Marketing and Engineering Product Design Decisions via Analytical Target Cascading," Journal of Product Innovation Management, 22(1), 42-62.
4. Michalek, J. J., 2005, "Preference Coordination in Engineering Design Decision-Making," PhD. Dissertation, University of Michigan, Ann Arbor, MI.
5. Cook, H. E., 1997, Product Management: Value, Quality, Cost, Price, Profit and Organization, Chapman & Hall, London.
6. Wassenaar, H. J., and Chen, W., 2003, "An Approach to Decision-Based Design with Discrete Choice Analysis for Demand Modeling," Transactions of the ASME: Journal of Mechanical Design, 125(3), 490-497.
7. Wassenaar, H. J., Chen, W., Cheng, J., and Sudjianto, A., 2005, "Enhancing Discrete Choice Demand Modeling for Decision-Based Design," Journal of Mechanical Design, 127(4), 514-523.
8. Train, K. E., 2003, Discrete Choice Methods with Simulation, Cambridge University Press, Cambridge.
9. Rossi, P. E., and Allenby, G. M., 2003, "Bayesian Statistics and Marketing," Marketing Science, 22(3), 304-328.
10. Rossi, P. E., Allenby, G M., and McCulloch, R., 2005, Bayesian Statistics and Marketing, John Wiley and Sons, Ltd., West Sussex.
11. Neelamegham, R., and Chintagunta, P., 1999, "A Bayesian Model to Forecast New Product Performance in Domestic and International Markets," Marketing Science, 18(2), 115-136.
12. Erdem, T., and Keane, M. P., 1996, "Decision-Making under Uncertainty: Capturing Dynamic Brand Choice Processes in Turbulent Consumer Goods Markets," Marketing Science, 15(1), 1-20.
13. Hedeker, D., and Gibbons, R. D., 1994, "A Random-Effects Ordinal Regression Model for Multilevel Analysis," Biometrics, 50(4), 933-944.
14. Luce, R. D., 1959, Individual Choice Behavior: A Theoretical Analysis, Wiley, New York.
15. Brownstone, D., and Train, K., 1998, "Forecasting New Product Penetration with Flexible Substitution Patterns," Journal of Econometrics, 89(1-2), 109-129.
16. Brownstone, D., Bunch, D. S., and Train, K., 2000, "Joint Mixed Logit Models of Stated and Revealed Preferences for Alternative-Fuel Vehicles," Transportation Research Part B, 34(5), 315-338.
17. Johnson, V. E., and Albert, J. H., 1999, Ordinal Data Modeling, Springer, New York.
18. Greene, W. H., 2002, Econometric Analysis, Prentice Hall, Upper Saddle River, NJ.
19. Lancaster, T., 2004, An Introduction to Modern Bayesian Econometrics, Blackwell Publishing, Oxford, UK.
20. Hoyle, C., Chen, W., Ankenman, B., and Wang, N., 2008, "Optimal Experimental Design of Human Appraisals for Modeling Consumer Preferences in Engineering Design," Proceedings of the 2008 ASME IDETC/CIE, August 3-5, New York, NY.
21. Hoyle, C., Chen, W., Wang, N., and Gomez-Levi, G., 2009, "Understanding Heterogeneity of Human Preferences for Engineering Design," International Conference on Engineering Design, ICED'09, Aug. 24-27, Stanford, CA.
22. Spiegelhalter, D. J., Thomas, A., Best, N. G, and Lunn, D, 2003, "WinBUGS Version 1.4," MRC Biostatistics Unit, Cambridge, UK.
23. Ihaka, R., and Gentleman, R., 1996, "R: A Language for Data Analysis and Graphics," Journal of Computational and Graphical Statistics, 5, 299-314.
24. Society of Automotive Engineers, 2002, "Surface Vehicle Recommended Practice-Motor Vehicle Dimensions," Human Accommodation And Design Devices Standards Commission, Warrendale, Pennsylvania.
25. Edmunds Inc, 1995-2007, www.edmunds.com, Accessed: Sept. 21, 2007.
26. Kumar, D., 2007, "Demand Modeling for Enterprise-Driven Product Design," PhD Dissertation, Northwestern University, Evanston.
27. Brooks, S. P., and Roberts, G. O., 1998, "Assessing Convergence of Markov Chain Monte Carlo Algorithms," Statistics and Computing, 8(4), 319-335.
28. Gelman, A., Carlin, J. B., Stern, H. S., and Rubin, D. B., 2004, Bayesian Data Analysis, Chapman & Hall/CRC, Boca Raton, FL.
29. Ben-Akiva, M., and Lerman, S. R., 1985, Discrete Choice Analysis, MIT Press, Cambridge, MA.