Specification of household engel curves by nonparametric regression

This paper demonstrates the usefulness of nonparametric regression analysis for functional specfication of houshold Engel curves. After a brief review in section 2 of the literature on demand functions and equivalence scales and the functional specifications used, we first discuss in section 3 the issues of using income versus total expenditure, the origin and nature of the error terms in the light of utility theroy, and the interpretation of empirical demand functions. we shall reach the unorthodox view that household demand functions should be interpreted as conditional expectations relative to prices, household composition and either income or the conditional expectation of total expenditure (rather that total expenditure itself), where the latter conditional expectation is taken relative to income, prices and household composition. these two forms appear to be equivalent. this result also solves the simultaneity problem: the error variance matrix is no longer singular. Moreover, the errors are in gene...

[1]  D. Jorgenson,et al.  Aggregate Consumer Behaviour and the Measurement of Inequality , 1984 .

[2]  Seymour Geisser,et al.  The Predictive Sample Reuse Method with Applications , 1975 .

[3]  R. Tapia,et al.  Nonparametric Probability Density Estimation , 1978 .

[4]  G. S. Watson,et al.  Smooth regression analysis , 1964 .

[5]  F. Forsyth,et al.  The Relationship between Family Size and Family Expenditure , 1960 .

[6]  E. Nadaraya On Estimating Regression , 1964 .

[7]  M. Keen Zero Expenditures and the Estimation of Engel Curves , 1986 .

[8]  R. Blundell Estimating continuous consumer equivalence scales in an expenditure model with labour supply , 1980 .

[9]  J. Muellbauer,et al.  On Measuring Child Costs: With Applications to Poor Countries , 1986, Journal of Political Economy.

[10]  W. Härdle Applied Nonparametric Regression , 1991 .

[11]  A. Lewbel,et al.  A unified approach to incorporating demographic or other effects into demand systems. , 1985, The Review of economic studies.

[12]  A note on the quadratic expenditure model , 1989 .

[13]  T. Cacoullos Estimation of a multivariate density , 1966 .

[14]  William A. Barnett,et al.  New Indices of Money Supply and the Flexible Laurent Demand System , 1983 .

[15]  R. Pollak,et al.  Theory and Time Series Estimation of the Quadratic Expenditure System , 1979 .

[16]  Ker-Chau Li,et al.  Asymptotic Optimality for $C_p, C_L$, Cross-Validation and Generalized Cross-Validation: Discrete Index Set , 1987 .

[17]  C. Leser Forms of Engel functions , 1963 .

[18]  W. R. Schucany,et al.  Improvement of Kernel Type Density Estimators , 1977 .

[19]  H. White A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity , 1980 .

[20]  Richard Blundell,et al.  Consumer Behaviour: Theory and Empirical Evidence--A Survey , 1988 .

[21]  R. Stone Linear expenditure systems and demand analysis : an application to the pattern of British demand , 1954 .

[22]  F. Fisher Household Equivalence Scales and Interpersonal Comparisons , 1987 .

[23]  R. Blundell,et al.  Testing for Linear Engel Curves and Additively Separable Preferences Using a New Flexible Demand System , 1984 .

[24]  S. J. Prais,et al.  The estimation of equivalent-adult scales from family budgets. , 1953 .

[25]  J. Muellbauer The Estimation of the Prais-Houthakker Model of Equivalence Scales , 1980 .

[26]  L. Devroye,et al.  Distribution-Free Consistency Results in Nonparametric Discrimination and Regression Function Estimation , 1980 .

[27]  A. Ronald Gallant,et al.  The Fourier Flexible Form , 1984 .

[28]  S. J. Prais,et al.  The analysis of family budgets , 1955 .

[29]  Herman J. Bierens,et al.  Uniform Consistency of Kernel Estimators of a Regression Function under Generalized Conditions , 1983 .

[30]  Terence J. Wales,et al.  Comparison of the Quadratic Expenditure System and Translog Demand Systems with Alternative Specifications of Demographic Effects , 1980 .

[31]  W. M. Gorman Essays in The theory and measurement of consumer behaviour in honour of Sir Richard Stone : Some Engel curves , 1981 .

[32]  J. Muellbauer,et al.  Economics and consumer behavior , 1980 .

[33]  Terence J. Wales,et al.  Welfare Comparisons and Equivalence Scales , 1979 .

[34]  G. Wahba Improper Priors, Spline Smoothing and the Problem of Guarding Against Model Errors in Regression , 1978 .

[35]  C. J. Stone,et al.  Consistent Nonparametric Regression , 1977 .

[36]  R. Pollak,et al.  Estimation of Complete Demand Systems from Household Budget Data: The Linear and Quadratic Expenditure Systems , 1978 .

[37]  M. Stone Cross‐Validatory Choice and Assessment of Statistical Predictions , 1976 .

[38]  M. Stone,et al.  Cross‐Validatory Choice and Assessment of Statistical Predictions , 1976 .

[39]  Kai Lai Chung,et al.  A Course in Probability Theory , 1949 .

[40]  J. Friedman,et al.  Projection Pursuit Regression , 1981 .

[41]  Gérard Collomb,et al.  Nonparametric regression: An up–to–date bibliography , 1985 .

[42]  Eugene F. Schuster,et al.  Joint Asymptotic Distribution of the Estimated Regression Function at a Finite Number of Distinct Points , 1972 .

[43]  G. Collomb Estimation Non-paramétrique de la Régression: Revue Bibliographique@@@Estimation Non-parametrique de la Regression: Revue Bibliographique , 1981 .

[44]  Kenneth J. Arrow,et al.  Preference, production, and capital: On the integrability of demand functions , 1989 .

[45]  L. Devroye The uniform convergence of the nadaraya‐watson regression function estimate , 1978 .

[46]  M. Rosenblatt Remarks on Some Nonparametric Estimates of a Density Function , 1956 .

[47]  R. Hall Stochastic Implications of the Life Cycle-Permanent Income Hypothesis: Theory and Evidence , 1978, Journal of Political Economy.

[48]  A. Gallant,et al.  Unbiased determination of production technologies , 1982 .

[49]  F. Palm,et al.  ON THE SO-CALLED 'LAW OF ABSOLUTE IMPOVERISHMENT' IN MARXIAN ECONOMICS , 1989 .

[50]  M. J. Fryer A Review of Some Non-parametric Methods of Density Estimation , 1977 .

[51]  A. Merkies,et al.  A theoretical foundation for Constant Market Share analysis , 1988 .

[52]  G. Wahba,et al.  A completely automatic french curve: fitting spline functions by cross validation , 1975 .

[53]  A. Gallant,et al.  On the bias in flexible functional forms and an essentially unbiased form : The fourier flexible form , 1981 .

[54]  I. Badawi An elasticity can be estimated consistently without a priori knowledge of functional form , 1983 .

[55]  R. Pollak,et al.  Demographic variables in demand analysis , 1981 .

[56]  W. Härdle,et al.  Empirical evidence on the law of demand , 1991 .

[57]  E. Parzen On Estimation of a Probability Density Function and Mode , 1962 .