A nearest neighbor model for forecasting market response

作者: Francis J. Mulhern , Robert J. Caprara

DOI: 10.1016/0169-2070(94)90002-7

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摘要: Abstract Researchers in marketing often are interested modeling time series and causal relationships simultaneously. The prevailing approach to doing so is a transfer function model that combines Box-Jenkins with regression analysis. component assumes stationary, stochastic process generates each data point the series. We introduce multivariate methodology uses nearest neighbor technique represent behavior complex nonstationary. This represents deterministic as discrete dynamic system. In this paper we describe how may exhibit chaotic behavior, present method capable of representing such behavior. provide an empirical demonstration using store scanner for consumer packaged good.

参考文章(34)
John Miles, Strange Attractors in Fluid Dynamics Advances in Applied Mechanics. ,vol. 24, pp. 189- 214 ,(1984) , 10.1016/S0065-2156(08)70045-0
Murray Frank, Thanasis Stengos, Measuring the Strangeness of Gold and Silver Rates of Return The Review of Economic Studies. ,vol. 56, pp. 553- 567 ,(1989) , 10.2307/2297500
N. H. Packard, J. P. Crutchfield, J. D. Farmer, R. S. Shaw, Geometry from a Time Series Physical Review Letters. ,vol. 45, pp. 712- 716 ,(1980) , 10.1103/PHYSREVLETT.45.712
George Sugihara, Robert M. May, Nonlinear forecasting as a way of distinguishing chaos from measurement error in time series Nature. ,vol. 344, pp. 734- 741 ,(1990) , 10.1038/344734A0
William S. Cleveland, Robust Locally Weighted Regression and Smoothing Scatterplots Journal of the American Statistical Association. ,vol. 74, pp. 829- 836 ,(1979) , 10.1080/01621459.1979.10481038
Diana Richards, Is strategic decision making chaotic Systems Research and Behavioral Science. ,vol. 35, pp. 219- 232 ,(1990) , 10.1002/BS.3830350305
Francis J. Mulhern, Robert P. Leone, Implicit Price Bundling of Retail Products: A Multiproduct Approach to Maximizing Store Profitability: Journal of Marketing. ,vol. 55, pp. 63- 76 ,(1991) , 10.1177/002224299105500405
M.B. Priestley, Current developments in time series modelling Journal of Econometrics. ,vol. 37, pp. 67- 86 ,(1988) , 10.1016/0304-4076(88)90076-0
Jess Benhabib, Richard H. Day, Rational Choice and Erratic Behaviour The Review of Economic Studies. ,vol. 48, pp. 459- 471 ,(1981) , 10.2307/2297158