메뉴 건너뛰기




Volumn 133, Issue 11, 2011, Pages

Trend mining for predictive product design

Author keywords

data mining; knowledge discovery; predictive product design; trend mining

Indexed keywords

DATA MINING; TIME SERIES;

EID: 82155192877     PISSN: 10500472     EISSN: None     Source Type: Journal    
DOI: 10.1115/1.4004987     Document Type: Article
Times cited : (52)

References (38)
  • 1
    • 0037056453 scopus 로고    scopus 로고
    • A comparison of quality function deployment and conjoint analysis in new product design
    • Pullmana, M., Mooreb, W., and Wardellb, D., 2002, "A Comparison of Quality Function Deployment and Conjoint Analysis in New Product Design," J. Prod. Innovation Manage., 19(1), pp. 354-364.
    • (2002) J. Prod. Innovation Manage. , vol.19 , Issue.1 , pp. 354-364
    • Pullmana, M.1    Mooreb, W.2    Wardellb, D.3
  • 2
    • 0003055060 scopus 로고
    • A general approach to product design optimization via conjoint analysis
    • Green, P., Carroll, J., and Goldberg, S., 1981, "A General Approach to Product Design Optimization via Conjoint Analysis," J. Marketing, 45, pp. 17-37.
    • (1981) J. Marketing , vol.45 , pp. 17-37
    • Green, P.1    Carroll, J.2    Goldberg, S.3
  • 3
    • 77955242989 scopus 로고    scopus 로고
    • Data-driven decision tree classification for product portfolio design optimization
    • Tucker, C., and Kim, H., 2009, "Data-Driven Decision Tree Classification for Product Portfolio Design Optimization," J. Comput. Inf. Sci. Eng., 9(4), 041004.
    • (2009) J. Comput. Inf. Sci. Eng. , vol.9 , Issue.4 , pp. 041004
    • Tucker, C.1    Kim, H.2
  • 4
    • 45149098757 scopus 로고    scopus 로고
    • Optimal product portfolio formulation by merging predictive data mining with multilevel optimization
    • Tucker, C. S., and Kim, H. M., 2008, "Optimal Product Portfolio Formulation by Merging Predictive Data Mining With Multilevel Optimization," Trans. ASME J. Mech. Des., 130, pp. 991-1000.
    • (2008) Trans. ASME J. Mech. Des. , vol.130 , pp. 991-1000
    • Tucker, C.S.1    Kim, H.M.2
  • 7
    • 13144261753 scopus 로고    scopus 로고
    • Linking marketing and engineering product design decisions via analytical target cascading
    • DOI 10.1111/j.0737-6782.2005.00102.x
    • Michalek, J. J., Feinberg, F., and Papalambros, P., 2005, "Linking Marketing and Engineering Product Design Decisions via Analytical Target Cascading," J. Prod. Innovation Manage.: Spec. Issue Des. Market. New Product Dev., 22, pp. 42-62. (Pubitemid 40178606)
    • (2005) Journal of Product Innovation Management , vol.22 , Issue.1 , pp. 42-62
    • Michalek, J.J.1    Feinberg, F.M.2    Papalambros, P.Y.3
  • 10
    • 78650315019 scopus 로고    scopus 로고
    • On the suitability of econometric demand models in design for market systems
    • Frischknecht, B., Whitefoot, K., and Papalambros, P. Y., 2010, "On the Suitability of Econometric Demand Models in Design for Market Systems," ASME J. Mech. Des., 132(12), 121007.
    • (2010) ASME J. Mech. Des. , vol.132 , Issue.12 , pp. 121007
    • Frischknecht, B.1    Whitefoot, K.2    Papalambros, P.Y.3
  • 11
    • 0141842698 scopus 로고    scopus 로고
    • An approach to decision-based design with discrete choice analysis for demand modeling
    • Wassenaar, H. J., and Chen, W., 2003, "An Approach to Decision-Based Design With Discrete Choice Analysis for Demand Modeling," Trans. ASME J. Mech. Des., 125, pp. 490-497.
    • (2003) Trans. ASME J. Mech. Des. , vol.125 , pp. 490-497
    • Wassenaar, H.J.1    Chen, W.2
  • 12
    • 0038646142 scopus 로고    scopus 로고
    • A latent class model for discrete choice analysis: Contrasts with mixed logit
    • DOI 10.1016/S0191-2615(02)00046-2
    • Greene, W., and Hensher, D., 2003, "A Latent Class Model for Discrete Choice Analysis: Contrasts With Mixed Logit," Transp. Res., 37, pp. 681-698. (Pubitemid 36745957)
    • (2003) Transportation Research Part B: Methodological , vol.37 , Issue.8 , pp. 681-698
    • Greene, W.H.1    Hensher, D.A.2
  • 13
    • 0002947255 scopus 로고    scopus 로고
    • A mathematical theory of communication
    • Shannon, C. E., 2001, "A Mathematical Theory of Communication," SIGMOBILE Mob. Comput. Commun. Rev., 5(1), pp. 3-55.
    • (2001) SIGMOBILE Mob. Comput. Commun. Rev. , vol.5 , Issue.1 , pp. 3-55
    • Shannon, C.E.1
  • 14
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan, J., 1986, "Induction of Decision Trees," Mach. Learn., 1(1), pp. 81-106.
    • (1986) Mach. Learn. , vol.1 , Issue.1 , pp. 81-106
    • Quinlan, J.1
  • 15
    • 0031488108 scopus 로고    scopus 로고
    • The longterm impact of promotion and advertising on consumer brand choice
    • Mela, C., Gupta, S., and Lehmann, D., 1997, "The Longterm Impact of Promotion and Advertising on Consumer Brand Choice," J. Market. Res., 34(2), pp. 248-261.
    • (1997) J. Market. Res. , vol.34 , Issue.2 , pp. 248-261
    • Mela, C.1    Gupta, S.2    Lehmann, D.3
  • 16
    • 0033474448 scopus 로고    scopus 로고
    • Managing advertising and promotion for long-run profitability
    • Jedidi, K., Mela, C., and Gupta, S., 1999, "Managing Advertising and Promotion for Long-Run Profitability," Market. Sci., 18(1), pp. 1-22.
    • (1999) Market. Sci. , vol.18 , Issue.1 , pp. 1-22
    • Jedidi, K.1    Mela, C.2    Gupta, S.3
  • 17
    • 3543126095 scopus 로고    scopus 로고
    • Modeling multiple sources of state dependence in random utility models: A distributed lag approach
    • Seetharaman, P. B., 2004, "Modeling Multiple Sources of State Dependence in Random Utility Models: A Distributed Lag Approach," Market. Sci., 23(2), pp. 263-271.
    • (2004) Market. Sci. , vol.23 , Issue.2 , pp. 263-271
    • Seetharaman, P.B.1
  • 18
    • 33646066308 scopus 로고    scopus 로고
    • Modeling preference evolution in discrete choice models: A Bayesian state-space approach
    • DOI 10.1007/s11129-006-6559-x
    • Lachaab, M., Ansari, A., Jedidi, K., and Trabelsi, A., 2006, "Modeling Preference Evolution in Discrete Choice Models: A bayesian State-Space Approach," Quant. Market. Econ., 4(1), pp. 57-81. (Pubitemid 43615668)
    • (2006) Quantitative Marketing and Economics , vol.4 , Issue.1 , pp. 57-81
    • Lachaab, M.1    Ansari, A.2    Jedidi, K.3    Trabelsi, A.4
  • 19
    • 67049119059 scopus 로고    scopus 로고
    • Predicting future decision trees from evolving data
    • Böttcher, M., Spott, M., and Kruse, R., 2008, "Predicting Future Decision Trees From Evolving Data," Proceedings of ICDM '08, pp. 33-42.
    • (2008) Proceedings of ICDM '08 , pp. 33-42
    • Böttcher, M.1    Spott, M.2    Kruse, R.3
  • 22
    • 38249043908 scopus 로고
    • Component part standardization: An analysis of commonality sources and indices
    • Wacker, J. G., and Trelevan, M., 1986, "Component Part Standardization: An Analysis of Commonality Sources and Indices," J. Oper. Manage., 6(2), pp. 219-244.
    • (1986) J. Oper. Manage. , vol.6 , Issue.2 , pp. 219-244
    • Wacker, J.G.1    Trelevan, M.2
  • 24
    • 33749319347 scopus 로고    scopus 로고
    • Interestingness measures for data mining: A survey
    • Geng, L., and Hamilton, H., 2006, "Interestingness Measures for Data Mining: A Survey," ACM Comput. Surv., 38(3), p. 9.
    • (2006) ACM Comput. Surv. , vol.38 , Issue.3 , pp. 9
    • Geng, L.1    Hamilton, H.2
  • 25
    • 0001692662 scopus 로고
    • The holt-winters forecasting procedure
    • Chatfield, C., 1978, "The Holt-Winters Forecasting Procedure," J. R. Stat. Soc. Ser. C, Appl. Stat., 27(3), pp. 264-279.
    • (1978) J. R. Stat. Soc. Ser. C, Appl. Stat. , vol.27 , Issue.3 , pp. 264-279
    • Chatfield, C.1
  • 26
    • 0012800427 scopus 로고    scopus 로고
    • Long lead-time forecasting of UK air passengers by Holt-Winters methods with damped trend
    • DOI 10.1016/S0169-2070(00)00053-4, PII S0169207000000534
    • Grubb, H., and Mason, A., 2001, "Long Lead-Time Forecasting of Uk Air Passengers by Holt-Winters Methods With Damped Trend," Int. J. Forecast., 17(1), pp. 71-82. (Pubitemid 33623415)
    • (2001) International Journal of Forecasting , vol.17 , Issue.1 , pp. 71-82
    • Grubb, H.1    Mason, A.2
  • 27
    • 0036499746 scopus 로고    scopus 로고
    • Power of the Mann-Kendall and Spearman's rho tests for detecting monotonic trends in hydrological series
    • DOI 10.1016/S0022-1694(01)00594-7, PII S0022169401005947
    • Yue, S., Pilon, P., and Cavadias, G., 2002, "Power of the Mannkendall and Spearman's Rho Tests for Detecting Monotonic Trends in Hydrological Series," J. Hydrol., 259(1-4), pp. 254-271. (Pubitemid 34175777)
    • (2002) Journal of Hydrology , vol.259 , Issue.1-4 , pp. 254-271
    • Yue, S.1    Pilon, P.2    Cavadias, G.3
  • 28
    • 0002530939 scopus 로고
    • Stl: A seasonal-trend decomposition procedure based on loess
    • Cleveland, R. B., Cleveland, W. S., Mcrae, J. E., and Terpenning, I., 1990, "Stl: A Seasonal-Trend Decomposition Procedure Based on Loess," J. Off. Stat., 6(1), pp. 3-73.
    • (1990) J. Off. Stat. , vol.6 , Issue.1 , pp. 3-73
    • Cleveland, R.B.1    Cleveland, W.S.2    Mcrae, J.E.3    Terpenning, I.4
  • 29
    • 0036692982 scopus 로고    scopus 로고
    • Comparison of parametric and nonparametric models for traffic flow forecasting
    • Smith, B., Williams, B., and Oswald, R., 2002, "Comparison of Parametric and Nonparametric Models for Traffic Flow Forecasting," Transp. Res., Part C: Emerg. Technol., 10(4), pp. 303-321.
    • (2002) Transp. Res., Part C: Emerg. Technol. , vol.10 , Issue.4 , pp. 303-321
    • Smith, B.1    Williams, B.2    Oswald, R.3
  • 31
    • 65449184542 scopus 로고    scopus 로고
    • Searching for interacting features in subset selection
    • Zhao, Z., and Liu, H., 2009, "Searching for Interacting Features in Subset Selection," Intell. Data Anal., 13(2), pp. 207-228.
    • (2009) Intell. Data Anal. , vol.13 , Issue.2 , pp. 207-228
    • Zhao, Z.1    Liu, H.2
  • 32
    • 0000570668 scopus 로고
    • Nonparametric tests against trend
    • Mann, H. B., 1945, "Nonparametric Tests Against Trend," Econometrica, 13(3), pp. 245-259.
    • (1945) Econometrica , vol.13 , Issue.3 , pp. 245-259
    • Mann, H.B.1
  • 33
    • 0003882111 scopus 로고
    • Rank correlation methods
    • 5th ed., Oxford University Press, New York
    • Kendall, M., and Gibbons, J. D., 1990, "Rank Correlation Methods," A Charles Griffin Title, 5th ed., Oxford University Press, New York.
    • (1990) A Charles Griffin Title
    • Kendall, M.1    Gibbons, J.D.2
  • 34
    • 0021639934 scopus 로고
    • A nonparametric trend test for seasonal data with serial dependence
    • Hirsch, R., and Slack, J., 1984, "A Nonparametric Trend Test for Seasonal Data With Serial Dependence," Water Resour. Res., 20(6), pp. 727-732.
    • (1984) Water Resour. Res. , vol.20 , Issue.6 , pp. 727-732
    • Hirsch, R.1    Slack, J.2
  • 35
    • 84879413846 scopus 로고    scopus 로고
    • Data mining: Practical machine learning tools and techniques with java implementations
    • Witten, I. H., and Frank, E., 2002, "Data mining: Practical Machine Learning Tools and Techniques With Java Implementations," SIGMOD Rec., 31(1), pp. 76-77.
    • (2002) SIGMOD Rec. , vol.31 , Issue.1 , pp. 76-77
    • Witten, I.H.1    Frank, E.2
  • 36
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • Demšar, J., 2006 "Statistical Comparisons of Classifiers Over Multiple Data Sets," J. Mach. Learn. Res., 7(1), pp. 1-30. (Pubitemid 43022939)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 38
    • 0002419948 scopus 로고    scopus 로고
    • Beyond independence: Conditions for the optimiality of the simple bayesian classifier
    • Domingos, P., and Pazzani, M., "Beyond Independence: Conditions for the Optimiality of the Simple Bayesian Classifier," in Machine Learning, pp. 105-112
    • Machine Learning , pp. 105-112
    • Domingos, P.1    Pazzani, M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.