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Volumn 30, Issue 5, 2011, Pages 801-819

Active machine learning for consideration heuristics

Author keywords

Active learning; Adaptive questions; Belief propagation; Conjunctive models; Consideration sets; Consumer heuristics; Decision heuristics; Disjunctions of conjunctions; Lexicographic models; Variational Bayes estimation

Indexed keywords


EID: 79961002699     PISSN: 07322399     EISSN: 1526548X     Source Type: Journal    
DOI: 10.1287/mksc.1110.0660     Document Type: Article
Times cited : (78)

References (51)
  • 1
    • 0035538552 scopus 로고    scopus 로고
    • Improving parameter estimates and model prediction by aggregate customization in choice experiments
    • Arora, N., J. Huber. 2001. Improving parameter estimates and model prediction by aggregate customization in choice experiments. J. Consumer Res. 28(2) 273-283.
    • (2001) J. Consumer Res , vol.28 , Issue.2 , pp. 273-283
    • Arora, N.1    Huber, J.2
  • 2
    • 0003278032 scopus 로고    scopus 로고
    • Inferring parameters and structure of latent variable models by variational
    • Bayes. K. B. Laskey, H. Prade, eds, Morgan Kaufmann, San Francisco
    • Attias, H. 1999. Inferring parameters and structure of latent variable models by variational. Bayes. K. B. Laskey, H. Prade, eds. Proc. 15th Conf. Uncertainty Artificial Intelligence (UAI-99), Morgan Kaufmann, San Francisco, 21-30.
    • (1999) Proc. 15th Conf. Uncertainty Artificial Intelligence (UAI-99) , pp. 21-30
    • Attias, H.1
  • 4
    • 84972528615 scopus 로고
    • Bayesian experimental design: A review
    • Chaloner, K., I. Verdinelli. 1995. Bayesian experimental design: A review. Statist. Sci. 10(3) 273-304.
    • (1995) Statist. Sci , vol.10 , Issue.3 , pp. 273-304
    • Chaloner, K.1    Verdinelli, I.2
  • 6
    • 70350341831 scopus 로고    scopus 로고
    • Compensatory versus noncompensatory models for predicting consumer preferences
    • Dieckmann, A., K. Dippold, H. Dietrich. 2009. Compensatory versus noncompensatory models for predicting consumer preferences. Judgment Decision Making 4(3) 200-213.
    • (2009) Judgment Decision Making , vol.4 , Issue.3 , pp. 200-213
    • Dieckmann, A.1    Dippold, K.2    Dietrich, H.3
  • 8
    • 4043145032 scopus 로고    scopus 로고
    • Brand credibility, brand consideration, and choice
    • Erdem, T., J. Swait. 2004. Brand credibility, brand consideration, and choice. J. Consumer Res. 31(1) 191-198.
    • (2004) J. Consumer Res , vol.31 , Issue.1 , pp. 191-198
    • Erdem, T.1    Swait, J.2
  • 9
    • 21844450509 scopus 로고    scopus 로고
    • Generalized robust conjoint estimation
    • Evgeniou, T., C. Boussios, G. Zacharia. 2005. Generalized robust conjoint estimation. Marketing Sci. 24(3) 415-429.
    • (2005) Marketing Sci , vol.24 , Issue.3 , pp. 415-429
    • Evgeniou, T.1    Boussios, C.2    Zacharia, G.3
  • 10
    • 33645810587 scopus 로고    scopus 로고
    • Cognitive reflection and decision making
    • Frederick, S. 2005. Cognitive reflection and decision making. J. Econom. Perspect. 19(4) 25-42.
    • (2005) J. Econom. Perspect , vol.19 , Issue.4 , pp. 25-42
    • Frederick, S.1
  • 11
    • 84898934543 scopus 로고    scopus 로고
    • Variational inference for Bayesian mixtures of factor analyzers
    • MIT Press, Cambridge, MA
    • Ghahramani, Z., M. J. Beal. 2000. Variational inference for Bayesian mixtures of factor analyzers. Advances in Neural Information Processing Systems, Vol 12. MIT Press, Cambridge, MA.
    • (2000) Advances In Neural Information Processing Systems , vol.12
    • Ghahramani, Z.1    Beal, M.J.2
  • 13
    • 0030266119 scopus 로고    scopus 로고
    • Reasoning the fast and frugal way: Models of bounded rationality
    • Gigerenzer, G., D. G. Goldstein. 1996. Reasoning the fast and frugal way: Models of bounded rationality. Psych. Rev. 103(4) 650-669.
    • (1996) Psych. Rev , vol.103 , Issue.4 , pp. 650-669
    • Gigerenzer, G.1    Goldstein, D.G.2
  • 16
    • 4043096622 scopus 로고    scopus 로고
    • A choice model with conjunctive, disjunctive, and compensatory screening rules
    • Gilbride, T. J., G. M. Allenby. 2004. A choice model with conjunctive, disjunctive, and compensatory screening rules. Marketing Sci. 23(3) 391-406.
    • (2004) Marketing Sci , vol.23 , Issue.3 , pp. 391-406
    • Gilbride, T.J.1    Allenby, G.M.2
  • 17
    • 33750503817 scopus 로고    scopus 로고
    • Estimating heterogeneous EBA and economic screening rule choice models
    • Gilbride, T. J., G. M. Allenby. 2006. Estimating heterogeneous EBA and economic screening rule choice models. Marketing Sci. 25(5) 494-509.
    • (2006) Marketing Sci , vol.25 , Issue.5 , pp. 494-509
    • Gilbride, T.J.1    Allenby, G.M.2
  • 18
    • 0000276524 scopus 로고
    • Hybrid models for conjoint analysis: An expository review
    • Green, P. E. 1984. Hybrid models for conjoint analysis: An expository review. J. Marketing Res. 21(2) 155-169.
    • (1984) J. Marketing Res , vol.21 , Issue.2 , pp. 155-169
    • Green, P.E.1
  • 19
    • 0002388032 scopus 로고
    • Conjoint analysis in marketing: New developments with implications for research and practice
    • Green, P. E., V. Srinivasan. 1990. Conjoint analysis in marketing: New developments with implications for research and practice. J. Marketing 54(4) 3-19.
    • (1990) J. Marketing , vol.54 , Issue.4 , pp. 3-19
    • Green, P.E.1    Srinivasan, V.2
  • 20
    • 0001281178 scopus 로고
    • Completely unacceptable levels in conjoint analysis: A cautionary note
    • August
    • Green, P. E., A. M. Krieger, P. Bansal. 1988. Completely unacceptable levels in conjoint analysis: A cautionary note. J. Marketing Res. 25(August) 293-300.
    • (1988) J. Marketing Res , vol.25 , pp. 293-300
    • Green, P.E.1    Krieger, A.M.2    Bansal, P.3
  • 21
    • 84991270964 scopus 로고
    • Testing the accuracy, usefulness, and significance of probabilistic choice models: An information-theoretic approach
    • Hauser, J. R. 1978. Testing the accuracy, usefulness, and significance of probabilistic choice models: An information-theoretic approach. Oper. Res. 26(3) 406-421.
    • (1978) Oper. Res , vol.26 , Issue.3 , pp. 406-421
    • Hauser, J.R.1
  • 22
    • 0000622438 scopus 로고
    • An evaluation cost model of consideration sets
    • Hauser, J. R., B. Wernerfelt. 1990. An evaluation cost model of consideration sets. J. Consumer Res. 16(4) 393-408.
    • (1990) J. Consumer Res , vol.16 , Issue.4 , pp. 393-408
    • Hauser, J.R.1    Wernerfelt, B.2
  • 23
    • 77953607624 scopus 로고    scopus 로고
    • Disjunctions of conjunctions, cognitive simplicity, and consideration sets
    • Hauser, J. R., O. Toubia, T. Evgeniou, R. Befurt, D. Dzyabura. 2010. Disjunctions of conjunctions, cognitive simplicity, and consideration sets. J. Marketing Res. 47(June) 485-496.
    • (2010) J. Marketing Res , vol.47 , pp. 485-496
    • Hauser, J.R.1    Toubia, O.2    Evgeniou, T.3    Befurt, R.4    Dzyabura, D.5
  • 24
    • 28444466267 scopus 로고    scopus 로고
    • Probabilistic subset-conjunctive models for heterogeneous consumers
    • Jedidi, K., R. Kohli. 2005. Probabilistic subset-conjunctive models for heterogeneous consumers. J. Marketing Res. 42(4) 483-494.
    • (2005) J. Marketing Res , vol.42 , Issue.4 , pp. 483-494
    • Jedidi, K.1    Kohli, R.2
  • 25
    • 38549126051 scopus 로고    scopus 로고
    • Representation and inference of lexicographic preference models and their variants
    • Kohli, R., K. Jedidi. 2007. Representation and inference of lexicographic preference models and their variants. Marketing Sci. 26(3) 380-399.
    • (2007) Marketing Sci , vol.26 , Issue.3 , pp. 380-399
    • Kohli, R.1    Jedidi, K.2
  • 26
    • 0001927585 scopus 로고
    • On information and sufficiency
    • Kullback, S., R. A. Leibler. 1951. On information and sufficiency. Ann. Math. Statist. 22(1) 79-86.
    • (1951) Ann. Math. Statist , vol.22 , Issue.1 , pp. 79-86
    • Kullback, S.1    Leibler, R.A.2
  • 27
    • 85013879626 scopus 로고
    • Training text classifiers by uncertainty sampling
    • ACM SIGIR Conf. Res. Dev. Inform. Retrieval, Dublin, Ireland
    • Lewis, D. D., W. A Gale. 1994. Training text classifiers by uncertainty sampling. Proc. 17th Annual Internat. ACM SIGIR Conf. Res. Dev. Inform. Retrieval, Dublin, Ireland, 3-12.
    • (1994) Proc. 17th Annual Internat , pp. 3-12
    • Lewis, D.D.1    Gale, W.A.2
  • 29
    • 0001249987 scopus 로고
    • On a measure of the information provided by an experiment
    • Lindley, D. V. 1956. On a measure of the information provided by an experiment. Ann. Math. Statist. 27(4) 986-1005.
    • (1956) Ann. Math. Statist , vol.27 , Issue.4 , pp. 986-1005
    • Lindley, D.V.1
  • 30
    • 11844277049 scopus 로고    scopus 로고
    • Managers and models: The concept of a decision calculus
    • Reprinted from 1970
    • Little, J. D. C. 2004a. Managers and models: The concept of a decision calculus. Management Sci. 50(12, Supplement) 1841-1853. [Reprinted from 1970.]
    • (2004) Management Sci , vol.50 , Issue.12 SUPPL. , pp. 1841-1853
    • Little, J.D.C.1
  • 31
    • 11844249353 scopus 로고    scopus 로고
    • Comments on "Models and managers: The concept of a decision calculus": Managerial models for practice
    • Little, J. D. C. 2004b. Comments on "Models and managers: The concept of a decision calculus": Managerial models for practice. Management Sci. 50(12, Supplement) 1854-1860.
    • (2004) Management Sci , vol.50 , Issue.12 SUPPL. , pp. 1854-1860
    • Little, J.D.C.1
  • 32
    • 79955052080 scopus 로고    scopus 로고
    • Efficient choice designs for a consider-then-choose model
    • Liu, Q., N. Arora. 2011. Efficient choice designs for a consider-then-choose model. Marketing Sci. 30(2) 321-338.
    • (2011) Marketing Sci , vol.30 , Issue.2 , pp. 321-338
    • Liu, Q.1    Arora, N.2
  • 33
    • 0036478578 scopus 로고    scopus 로고
    • Fast, frugal, and fit: Simple heuristics for paired comparisons
    • Martignon, L., U. Hoffrage. 2002. Fast, frugal, and fit: Simple heuristics for paired comparisons. Theory Decision 52(1) 29-71.
    • (2002) Theory Decision , vol.52 , Issue.1 , pp. 29-71
    • Martignon, L.1    Hoffrage, U.2
  • 36
    • 0002408684 scopus 로고
    • On measures of information and entropy
    • University of California, Berkeley, Berkeley
    • Rényi, A. 1961. On measures of information and entropy. Proc. 4th Berkeley Sympos. Math., Statistics, Probability, University of California, Berkeley, Berkeley, 547-561.
    • (1961) Proc. 4th Berkeley Sympos. Math., Statistics, Probability , pp. 547-561
    • Rényi, A.1
  • 37
    • 0036763616 scopus 로고    scopus 로고
    • Profile construction in experimental choice designs for mixed logit models
    • Sándor, Z., M. Wedel. 2002. Profile construction in experimental choice designs for mixed logit models. Marketing Sci. 21(4) 455-475.
    • (2002) Marketing Sci , vol.21 , Issue.4 , pp. 455-475
    • Sándor, Z.1    Wedel, M.2
  • 38
    • 37549008264 scopus 로고    scopus 로고
    • Sawtooth Software, ACA Manual. Sawtooth Software, Sequim, WA
    • Sawtooth Software. 1996. ACA system: Adaptive conjoint analysis. ACA Manual. Sawtooth Software, Sequim, WA.
    • (1996) ACA System: Adaptive Conjoint Analysis
  • 39
    • 80053955454 scopus 로고    scopus 로고
    • Sawtooth Software, Technical paper, Sawtooth Software, Sequim, WA
    • Sawtooth Software. 2004. CBC hierarchical Bayes analysis. Technical paper, Sawtooth Software, Sequim, WA.
    • (2004) CBC Hierarchical Bayes Analysis
  • 40
    • 80053965395 scopus 로고    scopus 로고
    • Sawtooth Software, ACBC. Technical paper, Sawtooth Software, Sequim, WA
    • Sawtooth Software. 2008. ACBC. Technical paper, Sawtooth Software, Sequim, WA.
    • (2008)
  • 41
    • 84856043672 scopus 로고
    • A mathematical theory of communication
    • July and October
    • Shannon, C. E. 1948. A mathematical theory of communication. Bell System Tech. J. 27(July and October) 379-423, 623-656.
    • (1948) Bell System Tech. J , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 42
    • 38549117858 scopus 로고    scopus 로고
    • On managerially efficient experimental designs
    • Toubia, O., J. R. Hauser. 2007. On managerially efficient experimental designs. Marketing Sci. 26(6) 851-858.
    • (2007) Marketing Sci , vol.26 , Issue.6 , pp. 851-858
    • Toubia, O.1    Hauser, J.R.2
  • 43
    • 38549122856 scopus 로고    scopus 로고
    • Probabilistic polyhedral methods for adaptive choice-based conjoint analysis: Theory and application
    • Toubia, O., J. R. Hauser, R. Garcia. 2007. Probabilistic polyhedral methods for adaptive choice-based conjoint analysis: Theory and application. Marketing Sci. 26(5) 596-610.
    • (2007) Marketing Sci , vol.26 , Issue.5 , pp. 596-610
    • Toubia, O.1    Hauser, J.R.2    Garcia, R.3
  • 44
    • 1442283678 scopus 로고    scopus 로고
    • Polyhedral methods for adaptive choice-based conjoint analysis
    • Toubia, O., J. R. Hauser, D. I. Simester. 2004. Polyhedral methods for adaptive choice-based conjoint analysis. J. Marketing Res. 41(February) 116-131.
    • (2004) J. Marketing Res , vol.41 , pp. 116-131
    • Toubia, O.1    Hauser, J.R.2    Simester, D.I.3
  • 45
    • 58149416322 scopus 로고
    • Elimination by aspects: A theory of choice
    • Tversky, A. 1972. Elimination by aspects: A theory of choice. Psych. Rev. 79(4) 281-299.
    • (1972) Psych. Rev , vol.79 , Issue.4 , pp. 281-299
    • Tversky, A.1
  • 46
    • 2142660660 scopus 로고    scopus 로고
    • Listening in" to find and explore new combinations of customer needs
    • Urban, G. L., J. R. Hauser. 2004. Listening in" to find and explore new combinations of customer needs. J. Marketing 68(2) 72-87.
    • (2004) J. Marketing , vol.68 , Issue.2 , pp. 72-87
    • Urban, G.L.1    Hauser, J.R.2
  • 48
    • 77449129651 scopus 로고    scopus 로고
    • Split-questionnaire designs: A new tool in survey design
    • Vriens, M., M. Wedel, Z. Sándor. 2001. Split-questionnaire designs: A new tool in survey design. Marketing Res. 13(2) 14-19.
    • (2001) Marketing Res , vol.13 , Issue.2 , pp. 14-19
    • Vriens, M.1    Wedel, M.2    Sándor, Z.3
  • 49
    • 0001590716 scopus 로고
    • Issues in marketing's use of multi-attribute attitude models
    • Wilkie, W. L., E. A. Pessemier. 1973. Issues in marketing's use of multi-attribute attitude models. J. Marketing Res. 10(4) 428-441.
    • (1973) J. Marketing Res , vol.10 , Issue.4 , pp. 428-441
    • Wilkie, W.L.1    Pessemier, E.A.2
  • 50
    • 0141695638 scopus 로고    scopus 로고
    • Understanding belief propagation and its generalizations
    • G. Lakemeyer, B. Nebel, eds, Morgan Kaufmann, San Francisco
    • Yedidia, J. S., W. T. Freeman, Y. Weiss. 2003. Understanding belief propagation and its generalizations. G. Lakemeyer, B. Nebel, eds. Exploring Artificial Intelligence in the New Millennium. Morgan Kaufmann, San Francisco, 239-269.
    • (2003) Exploring Artificial Intelligence In the New Millennium , pp. 239-269
    • Yedidia, J.S.1    Freeman, W.T.2    Weiss, Y.3
  • 51
    • 38549176196 scopus 로고    scopus 로고
    • Greedoid-based noncompensatory inference
    • Yee, M., E. Dahan, J. R. Hauser, J. Orlin. 2007. Greedoid-based noncompensatory inference. Marketing Sci. 26(4) 532-549.
    • (2007) Marketing Sci , vol.26 , Issue.4 , pp. 532-549
    • Yee, M.1    Dahan, E.2    Hauser, J.R.3    Orlin, J.4


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