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Volumn 36, Issue 3, 2011, Pages 367-383

Data augmentation by predicting spending pleasure using commercially available external data

Author keywords

Attitude; Commercially available external data; Customer relationship management (CRM); Data augmentation; New customer acquisition; Purchasing behavior; Random forests; Spending pleasure

Indexed keywords

ATTITUDE; COMMERCIALLY AVAILABLE EXTERNAL DATA; CUSTOMER ACQUISITION; CUSTOMER RELATIONSHIP MANAGEMENT; DATA AUGMENTATION; RANDOM FORESTS; SPENDING PLEASURE;

EID: 78149268550     PISSN: 09259902     EISSN: 15737675     Source Type: Journal    
DOI: 10.1007/s10844-009-0111-x     Document Type: Article
Times cited : (27)

References (35)
  • 1
    • 0034337187 scopus 로고    scopus 로고
    • Internet recommendation systems
    • 10.1509/jmkr.37.3.363.18779
    • A Ansari S Essegaier R Kohli 2000 Internet recommendation systems Journal of Marketing Research 37 3 363 375 10.1509/jmkr.37.3.363.18779
    • (2000) Journal of Marketing Research , vol.37 , Issue.3 , pp. 363-375
    • Ansari, A.1    Essegaier, S.2    Kohli, R.3
  • 2
    • 33750484663 scopus 로고    scopus 로고
    • Does attitudinal loyalty influence behavioral loyalty? A theoretical and empirical study
    • DOI 10.1016/j.jretconser.2006.03.002, PII S0969698906000208
    • S Bandyopadhyay M Martell 2007 Does attitudinal loyalty influence behavioral loyalty? A theoretical and empirical study Journal of Retailing and Consumer Services 14 1 35 44 10.1016/j.jretconser.2006.03.002 (Pubitemid 44645416)
    • (2007) Journal of Retailing and Consumer Services , vol.14 , Issue.1 , pp. 35-44
    • Bandyopadhyay, S.1    Martell, M.2
  • 3
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • L Breiman 2001 Random forests Machine Learning 45 1 5 32 1007.68152 10.1023/A:1010933404324 (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 5
    • 33748140219 scopus 로고    scopus 로고
    • Predicting customer loyalty using the internal transactional database
    • DOI 10.1016/j.eswa.2005.11.004, PII S0957417405003143
    • W Buckinx G Verstraeten D Van den Poel 2007 Predicting customer loyalty using the internal transactional database Expert Systems with Applications 32 1 125 134 10.1016/j.eswa.2005.11.004 (Pubitemid 44311470)
    • (2007) Expert Systems with Applications , vol.32 , Issue.1 , pp. 125-134
    • Buckinx, W.1    Verstraeten, G.2    Van Den Poel, D.3
  • 6
    • 21844509404 scopus 로고
    • Optimal Selection for Direct Mail
    • JR Bult T Wansbeek 1995 Optimal selection for direct mail Marketing Science 14 4 378 394 10.1287/mksc.14.4.378 (Pubitemid 126028377)
    • (1995) Marketing Science , vol.14 , Issue.4 , pp. 378-394
    • Bult, J.R.1    Wansbeek, T.2
  • 7
    • 34248524002 scopus 로고    scopus 로고
    • Churn prediction in subscription services: An application of support vector machines while comparing two parameter-selection techniques
    • DOI 10.1016/j.eswa.2006.09.038, PII S0957417406002806
    • K Coussement D Van den Poel 2008 Churn prediction in subscription services: An application of support vector machines while comparing two parameter-selection techniques Expert Systems with Applications 34 1 313 327 10.1016/j.eswa.2006.09.038 (Pubitemid 46756260)
    • (2008) Expert Systems with Applications , vol.34 , Issue.1 , pp. 313-327
    • Coussement, K.1    Van den Poel, D.2
  • 8
    • 0035542108 scopus 로고    scopus 로고
    • Embarrassment in consumer purchase: The roles of social presence and purchase familiarity
    • DOI 10.1086/323734
    • DW Dahl RV Manchanda JJ Argo 2001 Embarrassment in customer purchase: The roles of social presence and purchase familiarity Journal of Consumer Research 28 3 473 481 10.1086/323734 (Pubitemid 33403471)
    • (2001) Journal of Consumer Research , vol.28 , Issue.3 , pp. 473-481
    • Dahl, D.W.1    Manchanda, R.V.2    Argo, J.J.3
  • 11
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • JA Hanley BJ McNeil 1982 The meaning and use of area under a receiver operating characteristic (ROC) curve Radiology 143 1 29 36 (Pubitemid 12142173)
    • (1982) Radiology , vol.143 , Issue.1 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 13
    • 34248547170 scopus 로고    scopus 로고
    • Market segmentation based on hierarchical self-organizing map for markets of multimedia on demand
    • DOI 10.1016/j.eswa.2006.10.012, PII S0957417406003290
    • C Hung C Tsai 2008 Market segmentation based on hierarchical self-organizing map for markets of multimedia on demand Expert Systems with Applications 34 1 780 787 10.1016/j.eswa.2006.10.012 (Pubitemid 46756302)
    • (2008) Expert Systems with Applications , vol.34 , Issue.1 , pp. 780-787
    • Hung, C.1    Tsai, C.-F.2
  • 15
    • 10444288337 scopus 로고    scopus 로고
    • List augmentation with model based multiple imputation: A case study using a mixed-outcome factor model
    • DOI 10.1111/1467-9574.00220
    • WA Kamakura M Wedel 2003 List augmentation with model based multiple imputation: A case study using a mixed-outcome factor model Statistica Neerlandica 57 1 46 57 2035860 1090.62577 10.1111/1467-9574.00220 (Pubitemid 41724437)
    • (2003) Statistica Neerlandica , vol.57 , Issue.1 , pp. 46-57
    • Kamakura, W.A.1    Wedel, M.2
  • 16
    • 0035546335 scopus 로고    scopus 로고
    • Introduction to the special issue: Decision support issues in customer relationship management and interactive marketing for e-commerce
    • DOI 10.1016/S0167-9236(01)00103-8, PII S0167923601001038
    • PK Kannan HR Rao 2001 Introduction to the special issue: Decision support issues in customer relationship management Decision Support Systems 32 2 83 84 10.1016/S0167-9236(01)00103-8 (Pubitemid 32951229)
    • (2001) Decision Support Systems , vol.32 , Issue.2 , pp. 83-84
    • Kannan, P.K.1    Raghav Rao, H.2
  • 17
    • 36148999852 scopus 로고    scopus 로고
    • Response modeling with support vector regression
    • DOI 10.1016/j.eswa.2006.12.019, PII S0957417406003964
    • D Kim H Lee S Cho 2008 Response modeling with support vector regression Expert Systems with Applications 34 2 1102 1108 1325599 10.1016/j.eswa.2006.12. 019 (Pubitemid 350117479)
    • (2008) Expert Systems with Applications , vol.34 , Issue.2 , pp. 1102-1108
    • Kim, D.1    Lee, H.-j.2    Cho, S.3
  • 18
    • 0005024595 scopus 로고
    • New customer acquisition: Prospecting models and the use of commercially available external data
    • 10.1002/dir.4000090403
    • TS Lix PD Berger TL Magliozzi 1995 New customer acquisition: Prospecting models and the use of commercially available external data Journal of Direct Marketing 9 4 8 19 10.1002/dir.4000090403
    • (1995) Journal of Direct Marketing , vol.9 , Issue.4 , pp. 8-19
    • Lix, T.S.1    Berger, P.D.2    Magliozzi, T.L.3
  • 19
    • 0035540621 scopus 로고    scopus 로고
    • The differential impact of goal congruency on attitudes, intensions, and the transfer of brand equity
    • 10.1509/jmkr.38.4.471.18912
    • IM Martin DW Stewart 2001 The differential impact of goal congruency on attitudes, intensions, and the transfer of brand equity Journal of Marketing Research 38 4 471 484 10.1509/jmkr.38.4.471.18912
    • (2001) Journal of Marketing Research , vol.38 , Issue.4 , pp. 471-484
    • Martin, I.M.1    Stewart, D.W.2
  • 20
    • 34247603517 scopus 로고    scopus 로고
    • Segmentation approaches in data-mining: A comparison of RFM, CHAID, and logistic regression
    • 10.1016/j.jbusres.2006.06.015
    • JA McCarty M Hastak 2007 Segmentation approaches in data-mining: A comparison of RFM, CHAID, and logistic regression Journal of Business Research 60 6 656 662 10.1016/j.jbusres.2006.06.015
    • (2007) Journal of Business Research , vol.60 , Issue.6 , pp. 656-662
    • McCarty, J.A.1    Hastak, M.2
  • 23
    • 24144449551 scopus 로고    scopus 로고
    • Constrained optimization of data-mining problems to improve model performance: A direct-marketing application
    • DOI 10.1016/j.eswa.2005.04.022, PII S0957417405000783
    • A Prinzie D Van den Poel 2005 Constrained optimization of data-mining problems to improve model performance: A direct-marketing application Expert Systems with Applications 29 3 630 640 10.1016/j.eswa.2005.04.022 (Pubitemid 41230785)
    • (2005) Expert Systems with Applications , vol.29 , Issue.3 , pp. 630-640
    • Prinzie, A.1    Van Den Poel, D.2
  • 25
    • 37349073894 scopus 로고    scopus 로고
    • Random Forests for multiclass classification: Random MultiNomial Logit
    • DOI 10.1016/j.eswa.2007.01.029, PII S0957417407000498
    • A Prinzie D Van den Poel 2008 Random forests for multiclass classification: Random multinomial logit Expert Systems with Applications 34 3 1721 1732 10.1016/j.eswa.2007.01.029 (Pubitemid 350298198)
    • (2008) Expert Systems with Applications , vol.34 , Issue.3 , pp. 1721-1732
    • Prinzie, A.1    Van Den Poel, D.2
  • 27
    • 0007262896 scopus 로고
    • "Spending power" and the subjective discretionary income (SDI) scale
    • JR Rossiter 1995 "Spending power" and the subjective discretionary income (SDI) scale Advances in Consumer Research 22 1 236 241
    • (1995) Advances in Consumer Research , vol.22 , Issue.1 , pp. 236-241
    • Rossiter, J.R.1
  • 28
    • 33144459635 scopus 로고    scopus 로고
    • Response modeling with support vector machines
    • DOI 10.1016/j.eswa.2005.07.037, PII S0957417405001715
    • H Shin S Cho 2006 Response modeling with support vector machines Expert Systems with Applications 30 4 746 760 10.1016/j.eswa.2005.07.037 (Pubitemid 43267434)
    • (2006) Expert Systems with Applications , vol.30 , Issue.4 , pp. 746-760
    • Shin, H.1    Cho, S.2
  • 29
    • 0005322445 scopus 로고    scopus 로고
    • Customer list segmentation using the combined response model
    • PII S0957417499000263
    • EH Suh KC Noh CK Suh 1999 Customer list segmentation using the combined response model Expert Systems with Applications 17 2 89 97 10.1016/S0957- 4174(99)00026-3 (Pubitemid 129664855)
    • (1999) Expert Systems with Applications , vol.17 , Issue.2 , pp. 89-97
    • Suh, E.H.1    Noh, K.C.2    Suh, C.K.3
  • 30
    • 13544276825 scopus 로고    scopus 로고
    • Predicting online-purchasing behaviour
    • DOI 10.1016/j.ejor.2004.04.022, PII S0377221704002875
    • D Van den Poel W Buckinx 2005 Predicting online purchasing behaviour European Journal of Operational Research 166 2 557 575 2136386 1064.90022 10.1016/j.ejor.2004.04.022 (Pubitemid 40219808)
    • (2005) European Journal of Operational Research , vol.166 , Issue.2 , pp. 557-575
    • Van Den Poel, D.1    Buckinx, W.2
  • 31
    • 1842478892 scopus 로고    scopus 로고
    • Customer attrition analysis for financial services using proportional hazard models
    • 1106.91318 10.1016/S0377-2217(03)00069-9
    • D Van den Poel B Larivière 2004 Customer attrition analysis for financial services using proportional hazard models European Journal of Operational Research 157 1 196 217 1106.91318 10.1016/S0377-2217(03)00069-9
    • (2004) European Journal of Operational Research , vol.157 , Issue.1 , pp. 196-217
    • Van Den Poel, D.1    Larivière, B.2
  • 32
    • 0037208424 scopus 로고    scopus 로고
    • The commercial use of segmentation and predictive modeling techniques for database marketing in the Netherlands
    • DOI 10.1016/S0167-9236(02)00069-6, PII S0167923602000696
    • PC Verhoef PN Spring JC Hoekstra PSH Leeflang 2003 The commercial use of segmentation and predictive modelling techniques for database marketing in the Netherlands Decision Support Systems 34 4 471 481 10.1016/S0167-9236(02)00069-6 (Pubitemid 35251686)
    • (2003) Decision Support Systems , vol.34 , Issue.4 , pp. 471-481
    • Verhoef, P.C.1    Spring, P.N.2    Hoekstra, J.C.3    Leeflang, P.S.H.4
  • 33
    • 0041851515 scopus 로고    scopus 로고
    • Measuring the hedonic and utilitarian dimensions of consumer attitude
    • DOI 10.1509/jmkr.40.3.310.19238
    • KE Voss ER Spangenberg B Grohmann 2003 Measuring the hedonic and utilitarian dimensions of consumer attitude Journal of Marketing Research 40 3 310 320 10.1509/jmkr.40.3.310.19238 (Pubitemid 37056579)
    • (2003) Journal of Marketing Research , vol.40 , Issue.3 , pp. 310-320
    • Voss, K.E.1    Spangenberg, E.R.2    Grohmann, B.3
  • 34
    • 0005051607 scopus 로고    scopus 로고
    • Applying neural computing to target marketing
    • 10.1002/(SICI)1522-7138(19 9724)11:1<5::AID-DIR2>3.0.CO;2-S
    • J Zahavi N Levin 1997 Applying neural computing to target marketing Journal of Direct Marketing 11 1 5 23 10.1002/(SICI)1522-7138(199724)11:1<5:: AID-DIR2>3.0.CO;2-S
    • (1997) Journal of Direct Marketing , vol.11 , Issue.1 , pp. 5-23
    • Zahavi, J.1    Levin, N.2
  • 35
    • 24644522421 scopus 로고    scopus 로고
    • The role of transactional versus relational data in IMC programs: Bringing customer data together
    • DOI 10.1017/S0021849904040188
    • D Zahay J Peltier DE Schulz A Griffen 2004 The role of transactional versus relational data in IMC programs: Bringing customer data together Journal of Advertising Research 44 1 3 18 10.1017/S0021849904040188 (Pubitemid 41271549)
    • (2004) Journal of Advertising Research , vol.44 , Issue.1 , pp. 3-18
    • Zahay, D.1    Peltier, J.2    Schultz, D.E.3    Griffin, A.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.