Applying a neural network (NN) to the targeting and prediction problems in target marketing poses some unique problems and difficulties unparalleled in other business applications of neural computations. We discuss several of these issues in this article, as applied to solo mailings, offer remedies to some, and discuss possible solutions to others. A numerical example, using NN backpropagation models and involving realistic data, is used to exemplify some of the resulting issues.
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References
1.
Ben AkivaM.LermanS.R.Discrete Choice Analysis1985MIT PressCambridge, MA
2.
BreimanL.FriedmanJ.OlshenR.StoneC.Classification and Regression Trees1984WadsworthBelmont, CA
3.
Dutta, S., and Shekkar, S. (1988), “Bond Rating: A Non-Conservative Application of Neural Networks,” Proceedings of the IEEE International Conference on Neural Networks,
4.
GallantS.Connectionist Expert System1988Communications of the ACM
5.
JudgeG.G.GriffithW.E.HillR. CarterLutkepohlH.LeeT.The Theory and Practice of Econometrics1980John Wiley and SonsNew York
6.
KassG.Exploratory Technique for Investigating Large Quantities of Categorical DataApplied Statistics198329
7.
Levin, N., and Zahavi, J. (1992), “AMOS—Automatic Model Specifications for Binary Choice Models,” Working Paper No. 25/92, Faculty of Management, Tel Aviv University.
8.
Levin, N., and Zahavi, J. (1994), “Applying Neural Computing to Target Marketing,” Working Paper No. 22/94, Faculty of Management, Tel Aviv University.
9.
NygardK.JuellP.KaddabaN.Neural Networks for Selecting Vehicle Routing HeuristicsORSA Journal of Computing19902
Rochester, J. (Ed.), (1990), New Business Uses for Neuro Computing.
12.
RosenblattF.Principles of Neurodynamics1962Spartan BooksNew York
13.
RumelhartD.E.McClellandJ.L.Parallel Distributed Processing: Exploring the Microstructure of Cognition1986MIT PressCambridge, MA
14.
RumelhartD.E.McCiellandJ.L.WilliamsR.J.Learning Internal Representation by Error PropagationMcClellandJ.L.RumelhartD.E.Parallel Distributed Processing: Explorations in the Micro-structure of Cognition1986MIT PressCambridge, MA
15.
ScepardD.The New Direct Marketing1990Dow Jones-IrwinHomewood, IL
16.
SonquistJ.BakerE.MorganJ.N.Searching for Survey1971Research Center, University of MichiganAnn Arbor
17.
TamK.Y.KiangM.Y.Managerial Applications of Neutral Networks: The Case of Bank Failure PredictionsManagement Science199238
18.
TanakaT.CanfieldJ.OyanagiS.GenchiH.Optimal Task Assignment Using Neural Networks1989International Joint Conference on Neural NetworksWashington, DC
19.
TangZ.de AlmeidaC.FishwickP.Times Series Forecasting Using Neural Networks vs. Bok Jenkins MethodologySimulation199157
20.
ThurnS.B.The Monk ‘s Problem: A Performance Comparison of Different Learning Algorithms1991Carnegie Mellon UniversityPittsburgh, PA
21.
WilsonR.I.ShardaR.Bankruptcy Prediction Using Neural NetworksDecision Support Systems1993