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An empirical comparison of the validity of a neural net based multinomial logit choice model to alternative model specifications. (2004). Hruschka, Harald ; Fettes, Werner ; Probst, Markus.
In: European Journal of Operational Research.
RePEc:eee:ejores:v:159:y:2004:i:1:p:166-180.

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  1. Combining discrete choice models and neural networks through embeddings: Formulation, interpretability and performance. (2023). Pereira, Francisco C ; Azevedo, Carlos Lima ; Krueger, Rico ; Arkoudi, Ioanna.
    In: Transportation Research Part B: Methodological.
    RePEc:eee:transb:v:175:y:2023:i:c:s019126152300108x.

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  2. Attitudes and Latent Class Choice Models using Machine Learning. (2023). Sfeir, Georges ; Pereira, Francisco Camara ; Lahoz, Lorena Torres ; Azevedo, Carlos Lima ; Monteiro, Mayara Moraes ; Arkoudi, Ioanna.
    In: Journal of choice modelling.
    RePEc:eee:eejocm:v:49:y:2023:i:c:s1755534523000532.

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  3. Attitudes and Latent Class Choice Models using Machine learning. (2023). Azevedo, Carlos Lima ; Monteiro, Mayara Moraes ; Arkoudi, Ioanna ; Sfeir, Georges ; Pereira, Francisco Camara ; Lahoz, Lorena Torres.
    In: Papers.
    RePEc:arx:papers:2302.09871.

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  4. A neural-embedded discrete choice model: Learning taste representation with strengthened interpretability. (2022). Ben-Akiva, Moshe ; Pereira, Francisco Camara ; Han, Yafei ; Zegras, Christopher.
    In: Transportation Research Part B: Methodological.
    RePEc:eee:transb:v:163:y:2022:i:c:p:166-186.

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  5. Combining Discrete Choice Models and Neural Networks through Embeddings: Formulation, Interpretability and Performance. (2021). Azevedo, Carlos Lima ; Arkoudi, Ioanna ; Pereira, Francisco C.
    In: Papers.
    RePEc:arx:papers:2109.12042.

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  6. Enhancing discrete choice models with representation learning. (2020). Alahi, Alexandre ; Lurkin, Virginie ; Sifringer, Brian.
    In: Transportation Research Part B: Methodological.
    RePEc:eee:transb:v:140:y:2020:i:c:p:236-261.

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  7. A Neural-embedded Choice Model: TasteNet-MNL Modeling Taste Heterogeneity with Flexibility and Interpretability. (2020). Ben-Akiva, Moshe ; Pereira, Francisco Camara ; Zegras, Christopher ; Han, Yafei.
    In: Papers.
    RePEc:arx:papers:2002.00922.

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  8. Accommodating heterogeneity and nonlinearity in price effects for predicting brand sales and profits. (2015). Wechselberger, Peter ; Steiner, Winfried J. ; Lang, Stefan ; Weber, Anett .
    In: European Journal of Operational Research.
    RePEc:eee:ejores:v:246:y:2015:i:1:p:232-241.

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  9. Using a heterogeneous multinomial probit model with a neural net extension to model brand choice. (2007). Hruschka, Harald.
    In: Journal of Forecasting.
    RePEc:jof:jforec:v:26:y:2007:i:2:p:113-127.

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References

References cited by this document

  1. Abe, M A generalized additive model for discrete choice data. 1999 Journal of Business and Economic Statistics. 17 271-284

  2. Agrawal, D ; Schorling, Ch Market share forecasting. An empirical comparison of artificial neural networks and multinomial logit model. 1996 Journal of Retailing. 72 383-407
    Paper not yet in RePEc: Add citation now
  3. Ailawadi, K.L ; Gedenk, K ; Neslin, S.A Heterogeneity and purchase event feedback in choice models: An empirical analysis with implications for model building. 1999 International Journal of Research in Marketing. 16 177-198
    Paper not yet in RePEc: Add citation now
  4. Allenby, G.M ; Ginter, J.L The effects of in-store display and feature advertising on consideration sets. 1995 International Journal of Research in Marketing. 12 67-80
    Paper not yet in RePEc: Add citation now
  5. Allenby, G.M ; Lenk, P.J Modeling household purchase behavior with logistic normal regression. 1994 Journal of the American Statistical Association. 89 1218-1231
    Paper not yet in RePEc: Add citation now
  6. Allenby, G.M ; Lenk, P.J Reassessing brand loyalty, price sensitivity, and merchandising effects on consumer brand choice. 1995 Journal of Business and Economic Statistics. 13 281-289

  7. Andrews, R.L ; Currim, I.S Identifying segments with identical choice behavior across product categories: An intercategory logit mixture model. 2002 International Journal of Research in Marketing. 19 65-79
    Paper not yet in RePEc: Add citation now
  8. Barron, A.R Universal approximation bounds for superpositions of a sigmoidal function. 1993 IEEE Transactions on Information Theory. 39 930-945
    Paper not yet in RePEc: Add citation now
  9. Bell, D.R ; Lattin, J.M Looking for loss aversion in scanner panel data: The confounding effect of price response heterogeneity. 2000 Marketing Science. 19 185-200

  10. Ben-Akiva, M ; McFadden, D ; Abe, M ; Böckenholt, U ; Bolduc, D ; Gopinath, D ; Morkawa, T ; Ramaswamy, V ; Rao, V ; Revelt, D ; Steinberg, D Modeling methods for discrete choice analysis. 1997 Marketing Letters. 8 273-286
    Paper not yet in RePEc: Add citation now
  11. Bentz, Y ; Merunka, D La modélisation du choix des marques par le modèle multinomial logit et les réseaux de neurones artificiels: Proposition d'une approche hybride. 1996 Recherche et Applications en Marketing. 11 43-61
    Paper not yet in RePEc: Add citation now
  12. Bentz, Y ; Merunka, D Neural networks and the multinomial logit for brand choice modelling: A hybrid approach. 2000 Journal of Forecasting. 19 177-200

  13. Bishop, C.M Neural Networks for Pattern Recognition. 1995 Clarendon Press: Oxford
    Paper not yet in RePEc: Add citation now
  14. Briesch, R.A., Chintagunta, P., Matzkin, R.L., 1996. A nonparametric investigation into the differential consumer response to price and deal discounts. Technical Report, Stern School of Business, New York University
    Paper not yet in RePEc: Add citation now
  15. Chang, K ; Siddarth, S ; Weinberg, C.B The impact of heterogeneity in purchase timing and price responsiveness on estimates of sticker shock effects. 1999 Marketing Science. 18 178-192

  16. Cheng, B ; Titterington, D.M Neural networks. A review from a statistical perspective. 1994 Statistical Science. 9 2-54
    Paper not yet in RePEc: Add citation now
  17. Chintagunta, P.K Estimating a multinomial probit model of brand choice using the method of simulated moments. 1992 Marketing Science. 11 386-407

  18. Corstjens, M.L ; Gautschi, D.A Formal choice models in marketing. 1983 Marketing Science. 2 19-56

  19. Cybenko, G Continuous value neural networks with two hidden layers are sufficient. 1989 Mathematics of Control, Signal and Systems. 2 303-314
    Paper not yet in RePEc: Add citation now
  20. Degaratu, A.M Estimation bias in choice models with last choice feedback. 1999 International Journal of Research in Marketing. 16 285-306
    Paper not yet in RePEc: Add citation now
  21. Degaratu, A.M ; Rangaswamy, A ; Wu, J Consumer choice behavior in online and traditional supermarkets: The effects of brand name, price, and other search attributes. 2000 International Journal of Research in Marketing. 17 55-78
    Paper not yet in RePEc: Add citation now
  22. Deighton, J ; Henderson, C.M ; Neslin, S.A The effects of advertising on brand switching and repeat purchasing. 1994 Journal of Marketing Research. 31 28-43
    Paper not yet in RePEc: Add citation now
  23. Erdem, T ; Sun, B An empirical investigation of the spillover effects of advertising and sales promotion in umbrella branding. 2002 Journal of Marketing Research. 39 408-420
    Paper not yet in RePEc: Add citation now
  24. Geman, S ; Bienenstock, E ; Doursat, R Neural Networks and the Bias/Variance Dilemma. 1992 Neural Computation. 4 1-58
    Paper not yet in RePEc: Add citation now
  25. Gensch, D ; Recker, W.W The multinomial multiattribute logit choice model. 1979 Journal of Marketing Research. 16 124-132
    Paper not yet in RePEc: Add citation now
  26. Guadagni, P.M ; Little, J.D.C A logit model of brand choice calibrated on scanner data. 1983 Marketing Science. 2 203-238

  27. Gupta, S The impact of sales promotions in when, what, and how much to buy. 1988 Journal of Marketing Research. 25 342-356
    Paper not yet in RePEc: Add citation now
  28. Hastie, T.J ; Tibshirani, R.J Generalized Additive Models. 1995 Chapman and Hall: London
    Paper not yet in RePEc: Add citation now
  29. Hastie, T.J ; Tibshirani, R.J Nonparametric regression and classification. Part I––nonparametric regression. 1994 En : Cherkassky, V ; Friedman, J.H ; Wechsler, H From Statistics to Neural Networks. Springer: Berlin
    Paper not yet in RePEc: Add citation now
  30. Heimel, J.P ; Hruschka, H ; Natter, M ; Taudes, A Konnexionistische Kaufakt- und Markenwahlmodelle. 1998 Zeitschrift für Betriebswirtschaftliche Forschung. 50 596-613
    Paper not yet in RePEc: Add citation now
  31. Hertz, J ; Krogh, A ; Palmer, R.G Introduction to the Theory of Neural Computation. 1991 Addison-Wesley: Redwood City, CA
    Paper not yet in RePEc: Add citation now
  32. Hildebrandt, L., BoztuÄŸ, Y., 1999. Nicht- und semiparametrische Markenwahlmodelle im Marketing. Discussion Paper, SFB 373, Humboldt University, Berlin
    Paper not yet in RePEc: Add citation now
  33. Hinton, G Connectionist Learning Procedures. 1989 Artificial Intelligence. 40 185-234
    Paper not yet in RePEc: Add citation now
  34. Hornik, K ; Stinchcombe, M ; White, H Multilayer Feedforward Networks are Universal Approximators. 1989 Neural Networks. 3 359-366
    Paper not yet in RePEc: Add citation now
  35. Hornik, K ; Stinchcombe, M ; White, H ; Auer, P Degrees of approximation results for feedforward networks approximating unknown mapping and their derivatives. 1994 Neural Computation. 6 1262-1275
    Paper not yet in RePEc: Add citation now
  36. Hu, M.Y ; Shanker, M ; Hung, M.S Estimation of posterior probabilitites of consumer situational choices with neural network classifiers. 1999 International Journal of Research in Marketing. 16 307-317
    Paper not yet in RePEc: Add citation now
  37. Kahneman, D ; Tversky, A An analysis of decision under risk. 1979 Econometrica. 47 363-391

  38. Kalwani, M.O ; Yim, C.K ; Rinne, H.K ; Sugita, Y A price expectations model of customer brand choice. 1990 Journal of Marketing Research. 27 251-262
    Paper not yet in RePEc: Add citation now
  39. Kalyanaram, G ; Little, J.D.C An empirical analysis of latitude of price acceptance in consumer package goods. 1994 Journal of Consumer Research. 21 408-418

  40. Krishnamurthi, L ; Raj, S.P A model of brand choice and purchase quantity price sensitivities. 1988 Marketing Science. 7 1-20

  41. Lattin, J.M ; Bucklin, R.E Reference effects of price and promotion on brand choice behavior. 1989 Journal of Marketing Research. 26 299-310
    Paper not yet in RePEc: Add citation now
  42. McCulloch, R ; Rossi, P.E An exact likelihood analysis of the multinomial probit model. 1994 Journal of Econometrics. 64 207-240

  43. McFadden, D Conditional logit analysis of qualitative choice behavior. 1973 En : Zarembka, P Frontiers in Econometrics. Academic Press: New York
    Paper not yet in RePEc: Add citation now
  44. McFadden, D Econometric models for probabilistic choice among products. 1980 Journal of Business. 53 S13-S34

  45. Pedryck, J.H ; Zufryden, F.S Evaluating the impact of advertising media plans: A model of consumer purchase dynamics using single-source data. 1991 Marketing Science. 10 111-130

  46. Raftery, A.E Bayesian model selection in social research (with Discussion). 1995 Sociological Methodology. 25 111-196
    Paper not yet in RePEc: Add citation now
  47. Ripley, B.D Pattern Recognition and Neural Networks. 1996 Cambridge University Press: Cambridge, UK
    Paper not yet in RePEc: Add citation now
  48. Ripley, B.D Statistical aspects of neural networks. 1993 En : Barndorff-Nielsen, O.E ; Jensen, J.L ; Kendall, W.S Networks and Chaos––Statistical and Probabilistic Aspects. Chapman and Hall: London
    Paper not yet in RePEc: Add citation now
  49. Saito, K ; Nakano, R Partial BFGS update and efficient step-length calculation for three-layer neural networks. 1997 Neural Computation. 9 123-141
    Paper not yet in RePEc: Add citation now
  50. Schwarz, G Estimating the dimension of a model. 1979 Annals of Statistics. 6 461-464
    Paper not yet in RePEc: Add citation now
  51. Seber, G.A.F ; Wild, C.J Nonlinear Regression. 1989 Wiley: New York
    Paper not yet in RePEc: Add citation now
  52. Shively, T.S ; Allenby, G.M ; Kohn, R A nonparametric approach to identifying latent relationships in hierarchical models. 2000 Marketing Science. 19 149-162

  53. van Heerde, H ; Leeflang, P.S.H ; Wittink, D.R Semiparametric analysis to estimate the deal effect curve. 2001 Journal of Marketing Research. 38 197-216
    Paper not yet in RePEc: Add citation now
  54. West, P.M ; Brockett, P.L ; Golden, L.L A comparative analysis of neural networks and statistical methods for predicting consumer choice. 1997 Marketing Science. 16 370-391

  55. Winer, R.S A reference price model of brand choice for frequently purchased products. 1986 Journal of Consumer Research. 13 250-256

  56. Winer, R.S Behavioral perspective on pricing. 1988 En : Devinney, T.M Issues in Pricing. Lexington Books: Lexington, MA
    Paper not yet in RePEc: Add citation now

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