Modelling shopping destination choice behaviour using the basic multinomial logit model and some of its extensions

Abstract This paper reviews basic multinomial logit (MNL) models of shopping destination choice and some extensions to the basic MNL model. Issues include the identification and form of inclusion of measures of destination attractiveness, identification of the appropriate destination choice set, modelling multidestination tours and choices over time, and linking destination choice models with activity measures. The paper begins with a discussion of modelling philosophy and forecasting‐related informational needs and concludes with a summary of areas requiring further research.

[1]  Ryuichi Kitamura,et al.  Incorporating trip chaining into analysis of destination choice , 1984 .

[2]  Ian G. Heggie,et al.  Defining domains for models of travel demand , 1978 .

[3]  Ryuichi Kitamura,et al.  Aggregation in Spatial Choice Modeling , 1979 .

[4]  Jordan J. Louviere,et al.  A composite attitude-behavior model of traveler decision making , 1981 .

[5]  Ryuichi Kitamura,et al.  SEQUENTIAL, HISTORY-DEPENDENT APPROACH TO TRIP-CHAINING BEHAVIOR , 1983 .

[6]  Naresh K. Malhotra,et al.  The Use of Linear Logit Models in Marketing Research , 1984 .

[7]  Harry Timmermans,et al.  The identification of factors influencing destination choice: An application of the repertory grid methodology , 1982 .

[8]  J. O. Wheeler TRIP PURPOSES AND URBAN ACTIVITY LINKAGES , 1972 .

[9]  H. Timmermans,et al.  Decisionmaking between Multiattribute Choice Alternatives: A Model of Spatial Shopping-Behaviour Using Conjoint Measurements , 1984 .

[10]  George C. Hemmens Analysis and simulation of urban activity patterns , 1970 .

[11]  C. Manski The structure of random utility models , 1977 .

[12]  George C. Hemmens The structure of urban activity linkages , 1966 .

[13]  Timothy J Tardiff,et al.  DEFINITION OF ALTERNATIVES AND REPRESENTATION OF DYNAMIC BEHAVIOR IN SPATIAL CHOICE MODELS , 1979 .

[14]  J. A. Ansah,et al.  Destination choice set definition in travel behaviour modelling , 1977 .

[15]  Tony Lancaster,et al.  The Analysis of Re‐Employment Probabilities for the Unemployed , 1980 .

[16]  D. Hensher Sequential and Full Information Maximum Likelihood Estimation of a Nested Logit Model , 1986 .

[17]  Daniel McFadden,et al.  Modelling the Choice of Residential Location , 1977 .

[18]  David Damm,et al.  Parameters of activity behavior for use in travel analysis , 1982 .

[19]  W. Clark,et al.  FORMULATION AND TEST OF A NORMATIVE MODEL FOR THE SPATIAL ALLOCATION OF GROCERY EXPENDITURES BY A DISPERSED POPULATION1 , 1967 .

[20]  W. Recker,et al.  Factors influencing destination choice for the urban grocery shopping trip , 1978 .

[21]  Moshe Ben-Akiva,et al.  Incorporating random constraints in discrete models of choice set generation , 1987 .

[22]  J. Heckman The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models , 1976 .

[23]  John R. Hauser,et al.  DESTINATION CHOICE BEHAVIOR FOR NON-GROCERY-SHOPPING TRIPS , 1978 .

[24]  J. de D. Ortúzar,et al.  Fundamentals of discrete multimodal choice modelling , 1982 .

[25]  G. Maddala Limited-dependent and qualitative variables in econometrics: Introduction , 1983 .

[26]  P. Schmidt,et al.  Limited-Dependent and Qualitative Variables in Econometrics. , 1984 .

[27]  Ryuichi Kitamura,et al.  BASIC PROPERTIES OF URBAN TIME-SPACE PATHS: EMPIRICAL TESTS , 1981 .

[28]  Lawrence A. Brown,et al.  Awareness Space Characteristics in a Migration Context , 1977 .

[29]  H. Timmermans,et al.  Modeling Choice-Set-Generating Processes via Stepwise Logit Regression Procedures: Some Empirical Results , 1984 .

[30]  Paul W Shuldiner,et al.  THE ANALYSIS OF LAND-USE LINKAGES , 1967 .

[31]  C. Oster HOUSEHOLD TRIPMAKING TO MULTIPLE DESTINATIONS: THE OVERLOOKED URBAN TRAVEL PATTERN , 1978 .

[32]  N P Hummon,et al.  AUTOMOBILE TOURS: HOW WE USE OUR CARS , 1981 .

[33]  Model specification for a quasi dynamic discrete continuous choice automobile demand system in discrete time using panel data , 1984 .

[34]  J. Prashker,et al.  EVALUATION OF ACTIVITY CONSTRAINED CHOICE SETS TO SHOPPING DESTINATION CHOICE MODELLING , 1982 .

[35]  Pat Burnett,et al.  DISAGGREGATE BEHAVIORAL MODELS OF TRAVEL DECISIONS OTHER THAN MODE CHOICE: A REVIEW AND CONTRIBUTION TO SPATIAL CHOICE THEORY , 1974 .

[36]  Jeffrey A. Dubin,et al.  An Econometric Analysis of Residential Electric Appliance Holdings and Consumption , 1984 .

[37]  A. Deserpa A Theory of the Economics of Time , 1971 .

[38]  M. Ben-Akiva,et al.  A THEORETICAL AND EMPIRICAL MODEL OF TRIP CHAINING BEHAVIOR , 1979 .

[39]  Lung-fei Lee Generalized Econometric Models with Selectivity , 1983 .

[40]  Ryuichi Kitamura,et al.  IDENTIFYING TIME AND HISTORY DEPENDENCIES OF ACTIVITY CHOICE , 1983 .

[41]  M. Ben-Akiva,et al.  The Use of the Life-Style Concept in Travel Demand Models , 1983 .

[42]  J. Heckman Dummy Endogenous Variables in a Simultaneous Equation System , 1977 .

[43]  P. Jones,et al.  Understanding Travel Behaviour , 1983 .

[44]  Frank Southworth,et al.  CALIBRATION OF MULTINOMIAL LOGIT MODELS OF MODE AND DESTINATION CHOICE , 1981 .

[45]  Robert J. Meyer,et al.  THEORY OF DESTINATION CHOICE-SET FORMATION UNDER INFORMATIONAL CONSTRAINT , 1980 .

[46]  Marcel G. Dagenais,et al.  The dogit model , 1979 .

[47]  R. Gibrat,et al.  De l'utilité : contribution à la théorie des choix , 1942 .

[48]  Moshe Ben-Akiva,et al.  JOINT-CHOICE MODEL FOR FREQUENCY, DESTINATION, AND TRAVEL MODE FOR SHOPPING TRIPS , 1976 .

[49]  Moshe Ben-Akiva,et al.  DISAGGREGATE TRAVEL DEMAND MODELS FOR THE SAN FRANCISCO BAY AREA. NON-HOME-BASED MODELS , 1978 .

[50]  Pat Burnett,et al.  THE ANALYSIS OF TRAVEL AS AN EXAMPLE OF COMPLEX HUMAN BEHAVIOR IN SPATIALLY-CONSTRAINED SITUATIONS: DEFINITION AND MEASUREMENT ISSUES , 1982 .

[51]  Steven R. Lerman,et al.  The Use of Disaggregate Choice Models in Semi-Markov Process Models of Trip Chaining Behavior , 1979 .

[52]  D A Hensher Full information maximum likelihood estimation of a nested logit mode choice model , 1984 .

[53]  Moshe Ben-Akiva,et al.  TESTS OF THE SCALING APPROACH TO TRANSFERRING DISAGGREGATE TRAVEL DEMAND MODELS , 1985 .

[54]  Kenneth L Sobel TRAVEL DEMAND FORECASTING BY USING THE NESTED MULTINOMIAL LOGIT MODEL , 1980 .

[55]  D. Huff A Probabilistic Analysis of Shopping Center Trade Areas , 1963 .

[56]  Richard B. Davies,et al.  A joint trip timing store-type choice model for grocery shopping, including inventory effects and nonparametric control for omitted variables , 1987 .

[57]  Joel L. Horowitz,et al.  A UTILITY MAXIMIZING MODEL OF THE DEMAND FOR MULTI-DESTINATION NON-WORK TRAVEL , 1980 .

[58]  J. A. C. C. Watson-Gandy A disaggregate travel demand model , 1975 .

[59]  R E Brindle,et al.  A review and critique of current methods used to predict traffic generation with some accompanying suggestions on alternative approaches , 1987 .

[60]  Frank S. Koppelman CONSUMER ANALYSIS OF TRAVEL CHOICE BEHAVIOR , 1980 .

[61]  D A Hensher,et al.  Statistical modelling of discrete choices with panel data , 1984 .

[62]  David A. Gautsch Specification of Patronage Models for Retail Center Choice , 1981 .

[63]  Moshe Ben-Akiva,et al.  SPATIAL AGGREGATION OF DISAGGREGATE CHOICE MODELS: AREAWIDE URBAN TRAVEL DEMAND SKETCH-PLANNING MODEL , 1978 .

[64]  H. Williams,et al.  Behavioural theories of dispersion and the mis-specification of travel demand models☆ , 1982 .

[65]  T. Barmby,et al.  THE STRUCTURE OF SHOPPING TRAVEL : SOME DEVELOPMENTS OF THE TRIP GENERATION MODEL , 1984 .

[66]  L. A. Brown,et al.  The Intra-Urban Migration Process: a Perspective , 1970 .

[67]  S. Lerman,et al.  MODELS FOR PREDICTING THE IMPACT OF TRANSPORTATION POLICIES ON RETAIL ACTIVITY , 1978 .

[68]  Eric J. Miller,et al.  ESTIMATING SHOPPING DESTINATION CHOICE MODELS FROM TRAVEL DIARY DATA , 1983 .

[69]  D. McFadden Conditional logit analysis of qualitative choice behavior , 1972 .

[70]  James J. Heckman,et al.  A Beta-logistic Model for the Analysis of Sequential Labor Force Participation by Married Women , 1975, Journal of Political Economy.

[71]  Moshe Ben-Akiva,et al.  DISAGGREGATE TRAVEL DEMAND MODELS FOR THE SAN FRANCISCO BAY AREA. SYSTEM STRUCTURE, COMPONENT MODELS, AND APPLICATION PROCEDURES , 1978 .

[72]  Avijit Ghosh,et al.  Parameter nonstationarity in retail choice models , 1984 .

[73]  P M Jones,et al.  THE ANALYSIS AND MODELLING OF MULTI-TRIP AND MULTI-PURPOSE JOURNEYS , 1976 .

[74]  J. Heckman Sample selection bias as a specification error , 1979 .

[75]  Ryuichi Kitamura,et al.  SEQUENTIAL MODEL OF INTERDEPENDENT ACTIVITY AND DESTINATION CHOICES , 1984 .

[76]  T. Oum,et al.  Determinant Attributes in Retail Patronage: Seasonal, Temporal, Regional, and International Comparisons , 1983 .

[77]  Arnim H. Meyburg,et al.  Urban Transportation Modelling and Planning. , 1977 .

[78]  D. McFadden,et al.  URBAN TRAVEL DEMAND - A BEHAVIORAL ANALYSIS , 1977 .

[79]  Andrew Daly,et al.  Estimating choice models containing attraction variables , 1982 .