Chapter 38 Applied nonparametric methods

Handbook of Econometrics

Volumn 4, Issue , 1994, Pages 2295-2339

  Härdle, Wolfgang ^a   Linton, Oliver ^b  

^a HUMBOLDT UNIVERSITY   (Germany)

^b UNIVERSITY OF OXFORD   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 70350118386     PISSN: 15734412     EISSN: None     Source Type: Book Series    
DOI: 10.1016/S1573-4412(05)80007-8     Document Type: Review

References (148)

1. Abramson I. On bandwidth variation in kernel estimates - a square root law. Annals of Statistics 10 (1982) 1217-1223
2. Unpublished Manuscript. Ahn H., and Powell J.L. Estimation of Censored Selection Models with a Nonparametric Selection Mechanism (1990), University of Wisconsin
3. Akaike H. Statistical predictor information. Annals of the Institute of Statistical Mathematics 22 (1970) 203-217
4. Akaike H. A new look at the statistical model identification. IEEE Transactions of Automatic Control AC 19 (1974) 716-723
5. Unpublished manuscript. Altug S., and Miller R.A. Human capital, aggregate shocks and panel data estimation (1992), University of Minnesota
6. Anand S., Harris C.J., and Linton O. On the concept of ultrapoverty. Harvard Center for Population Studies Working paper, 93-02 (1993)
7. Andrews D.W.K. Semiparametric Econometric Models: I Estimation. Cowles Foundation Discussion paper 908 (1989)
8. Andrews D.W.K. Asymptotic Normality of Series Estimators for Nonparametric and Semiparametric Regression Models. Econometrica 59 (1991) 307-346
9. Andrews D.W.K., and Whang Y.-J. Additive and Interactive Regression Models: Circumvention of the Curse of Dimensionality. Econometric Theory 6 (1990) 466-479
10. Ansley C.F., Kohn R., and Wong C. Nonparametric spline regression with prior information. Biometrika 80 (1993) 75-88
11. Banks J., Blundell R., and Lewbel A. Quadratic Engel curves, welfare measurement and consumer demand (1993), Institute for Fiscal Studies 92-114
12. Bhattacharya P.K., and Gangopadhyay A.K. Kernel and Nearest-Neighbor Estimation of a Conditional Quantile. Annals of Statistics 18 (1990) 1400-1415
13. Bickel P.J., Klaassen C.A.J., Ritov Y., and Welner J.A. Efficient and Adaptive Inference in Semiparametric Models (1992), Johns Hopkins University Press, Baltimore
14. Bierens H.J. Kernel Estimators of Regression Functions. In: Bewley T.F. (Ed). Advances in Econometrics: Fifth World Congress Vol 1 (1987), Cambridge University Press, Baltimore
15. Bierens H.J., and Pott-Buter H.A. Specification of household Engel curves by nonparametric regression. Econometric Reviews 9 (1990) 123-184
16. Brillinger D.R. Time Series, Data Analysis and Theory (1980), Holden-Day
17. Carroll R.J. Adapting for Heteroscedasticity in Linear Models. Annals of Statistics 10 (1982) 1224-1233
18. Carroll R.J., and Härdle W. Second Order Effects in Semiparametric Weighted Least Squares Regression. Statistics 20 (1989) 179-186
19. Unpublished manuscript. Cavanagh C.L. The cost of adapting for heteroskedasticity in linear models (1989), Harvard University
20. Chambers J.M., Cleveland W.S., Kleiner B., and Tukey P.A. Graphical Methods for Data Analysis (1983), Duxburry Press
21. Chaudhuri P. Global nonparametric estimation of conditional quantile functions and their derivatives. Journal of Multivariate Analysis 39 (1991) 246-269
22. Cleveland W.S. Robust Locally Weighted Regression and Smoothing Scatterplots. Journal of the American Statistical Association 74 (1979) 829-836
23. Cosslett S.R. Efficiency bounds for Distribution-free estimators of the Binary Choice and the Censored Regression model. Econometrica 55 (1987) 559-587
24. Cox D.R., and Hinkley D.V. Theoretical Statistics (1974), Chapman and Hall
25. Craven P., and Wahba G. Smoothing noisy data with spline functions. Numer. Math. 31 (1979) 377-403
26. Daniell P.J. Discussion of paper by M.S. Bartlett. Journal of the Royal Statistical Society Supplement 8 (1946) 27
27. Das S. A Semiparametric Structural Analysis of the Idling of Cement Kilns. Journal of Econometrics 50 (1990) 235-256
28. Deaton A.S. Rice-prices and income distribution in Thailand: a nonparametric analysis. Economic Journal 99 (1991) 1-37
29. Deaton A.S. Data and econometric tools for development economics. In: Behrman J., and Srinavasan T.N. (Eds). The Handbook of Development Economics Volume III (1993)
30. Delgado M. Semiparametric Generalised Least Squares in the Multivariate Nonlinear Regression Model. Econometric Theory 8 (1992) 203-222
31. Diebold F., and Nason J. Nonparametric exchange rate prediction?. Journal of International Economics 28 (1990) 315-332
32. n. Comptes Rendus, Académie des Sciences de Paris 297 (1980) 61-64
33. Elbadawi I., Gallant A.R., and Souza G. An elasticity can be estimated consistently without a priori knowledge of functional form. Econometrica 51 (1983) 1731-1751
34. Engle R.F., and Gardiner R. Some Finite Sample Properties of Spectral Estimators of a Linear Regression. Econometrica 44 (1976) 149-165
35. Engle R.F., Hendry D.F., and Richard J.F. Exogeneity. Econometrica 51 (1983) 277-304
36. Engle R.F., Granger C.W.J., Rice J., and Weiss A. Semiparametric Estimates of the Relationship Between Weather and Electricity Sales. Journal of the American Statistical Association 81 (1986) 310-320
37. Eubank R.L. Smoothing Splines and Nonparametric Regression (1988), Marcel Dekker
38. Fama E.F. The behavior of stock prices. Journal of Business 38 (1965) 34-105
39. 1968-1983. Family Expenditure Survey, Annual Base Tapes (1968-1983), Department of Employment, Statistics Division, Her Majesty's Stationary Office, London
40. Fan J. Design-Adaptive Nonparametric Regression. Journal of the American Statistical Association 87 (1992) 998-1004
41. Fan J., and Gijbels I. Spatial and Design Adaptation: Variable order approximation in function estimation. Institute of Statistics Mimeo Series, no 2080 (1992), University of North Carolina, London
42. Fan J., Heckman N.E., and Wand M.P. Local Polynomial Kernel Regression for Generalized Linear Models and Quasi-Likelihood Functions. University of British Columbia Working paper 92-028 (1992)
43. Fix E., and Hodges J.L. Discriminatory analysis, nonparametric estimation: consistency properties. Report No 4, Project no 21-49-004 (1951), USAF School of Aviation Medicine, Chapel Hill
44. Gallant A.R., and Souza G. On the asymptotic normality of Fourier flexible form estimates. Journal of Econometrics 50 (1991) 329-353
45. Gallant A.R., and White H. A Unified Theory of Estimation and Inference for Nonlinear Dynamic Models (1988), Blackwell, Randolph Field, Texas
46. Gallant A.R., Hsieh D.A., and Tauchen G.E. On Fitting a Recalcitrant Series: The Pound/Dollar Exchange Rate, 1974-1983. In: Barnett, Powell, and Tauchen (Eds). Nonparametric and Semiparametric Methods in Econometrics and Statistics (1991), Cambridge University Press, Oxford
47. Gasser T., and Müller H.G. Estimating regression functions and their derivatives by the kernel method. Scandinavian Journal of Statistics 11 (1984) 171-185
48. Gasser T., Müller H.G., and Mammitzsch V. Kernels for nonparametric curve estimation. Journal of the Royal Statistical Society Series B 47 (1985) 238-252
49. Gozalo P.L. Nonparametric analysis of Engel curves: estimation and testing of demographic effects. Brown University, Department of Economics Working paper 92-15 (1989)
50. Györfi L., Härdle W., Sarda P., and Vieu P. Nonparametric Curve Estimation from Time Series. Lecture Notes in Statistics 60 (1990), Springer-Verlag, Heidelberg, New York
51. Hall P. The Bootstrap and Edgeworth Expansion (1992), Springer-Verlag, Heidelberg, New York
52. Hall P. On Edgeworth Expansion and Bootstrap Confidence Bands in Nonparametric Curve Estimation. Journal of the Royal Statistical Society Series B 55 (1993) 291-304
53. Hall P., and Johnstone I. Empirical functional and efficient smoothing parameter selection. Journal of the Royal Statistical Society Series B 54 (1992) 475-530
54. Härdle W. Applied Nonparametric Regression. Econometric Society Monographs 19 (1990), Cambridge University Press, New York
55. Härdle W. Smoothing Techniques with Implementation (1991), Springer-Verlag, Heidelberg, New York, Berlin
56. Härdle W., and Carroll R.J. Biased cross-validation for a kernel regression estimator and its derivatives. Österreichische Zeitschrift für Statistik und Informatik 20 (1990) 53-64
57. Härdle W., and Jerison M. Cross Section Engel Curves over Time. Recherches Economiques de Louvain 57 (1991) 391-431
58. Härdle W., and Marron J.S. Optimal bandwidth selection in nonparametric regression function estimation. Annals of Statistics 13 (1985) 1465-1481
59. Härdle W., and Müller M. Nichtparametrische Glättungsmethoden in der alltäglichen statistischen Praxis. Allgemeines Statistiches Archiv 77 (1993) 9-31
60. Härdle W., and Scott D.W. Smoothing in Low and High Dimensions by Weighted Averaging Using Rounded Points. Computational Statistics 1 (1992) 97-128
61. Härdle W., and Stoker T.M. Investigating Smooth Multiple Regression by the Method of Average Derivatives. Journal of the American Statistical Association 84 (1989) 986-995
62. Härdle W., and Turlach B.A. Nonparametric Approaches to Generalized Linear Models. In: Fahrmeir L., Francis B., Gilchrist R., and Tutz G. (Eds). Advances in GLIM and Statistical Modelling. Lecture Notes in Statistics 78 (1992), Springer-Verlag, Heidelberg, New York, Berlin
63. Härdle W., and Vieu P. Kernel regression smoothing of time series. Journal of Time Series Analysis 13 (1991) 209-232
64. Härdle W., Hall P., and Marron J.S. How far are automatically chosen regression smoothing parameters from their optimum?. Journal of the American Statistical Association 83 (1988) 86-99
65. Härdle W., Hall P., and Marron J.S. Regression smoothing parameters that are not far from their optimum. Journal of the American Statistical Association 87 (1992) 227-233
66. Härdle W., Hart J., Marron J.S., and Tsybakov A.B. Bandwidth Choice for Average Derivative Estimation. Journal of the American Statistical Association 87 (1992) 218-226
67. to appear. Härdle W., Hall P., and Ichimura H. Optical Smoothing in Single Index Models. Annals of Statistics 21 (1993)
68. Hart J., and Vieu P. Data-driven bandwidth choice for density estimation based on dependent data. Annals of Statistics 18 (1990) 873-890
69. Hart D., and Wehrly T.E. Kernel regression estimation using repeated measurements data. Journal of the American Statistical Association 81 (1986) 1080-1088
70. Hastie T.J., and Tibshirani R.J. Generalized Additive Models (1990), Chapman and Hall, New York
71. Massachusetts. Hausman J.A., and Newey W.K. Nonparametric estimation of exact consumer surplus and deadweight loss. MIT, Department of Economics Working paper 93-2 (1992)
72. Hidalgo J. Adaptive Estimation in Time Series Models with Heteroscedasticity of Unknown Form. Econometric Theory 8 (1992) 161-187
73. Hildenbrand K., and Hildenbrand W. On the mean income effect: a data analysis of the U.K. family expenditure survey. In: Hildenbrand W., and Mas-Colell A. (Eds). Contributions to Mathematical Economics (1986), North-Holland, Amsterdam
74. Hildenbrand W., and Kneip A. Family expenditure data, heteroscedasticity and the law of demand. Universität Bonn Discussion paper A-390 (1992)
75. Horowitz J.L. Semiparametric estimation of a work-trip mode choice model. University of Iowa Department of Economics Working paper 91-12 (1991)
76. Hsieh D.A., and Manski C.F. Monte Carlo Evidence on Adaptive Maximum Likelihood Estimation of a Regression. Annals of Statistics 15 (1987) 541-551
77. Hussey R. Nonparametric evidence on asymmetry in business cycles using aggregate employment time series. Journal of Econometrics 51 (1992) 217-231
78. Ichimura H., and Lee L.F. Semiparametric Least Squares Estimation of Multiple Index Models: Single Equation Estimation. In: Barnett, Powell, and Tauchen (Eds). Nonparametric and Semiparametric Methods in Econometrics and Statistics (1991), Cambridge University Press, Amsterdam
79. Jones M.C. Discussion of the paper by B.W. Silverman. Journal of the Royal Statistical Society Series B 47 (1985) 25-26
80. Jones M.C. Discretized and interpolated Kernel Density Estimates. Journal of the American Statistical Association 84 (1989) 733-741
81. Forthcoming in. Jones M.C., and Foster P.J. Generalized jacknifing and higher order kernels. Journal of Nonparametric Statistics (1993)
82. Jones M.C., Marron J.S., and Sheather S.J. Progress in data-based selection for Kernel Density estimation. Australian Graduate School of Management Working paper no 92-014 (1992)
83. Preprint. Jones M.S., Linton O., and Nielsen J.P. A multiplicative bias reduction method (1993), Nuffield College, Oxford
84. Klein R.W., and Spady R.H. An Efficient Semiparametric Estimator for Binary Choice Models. Econometrica 61 (1993) 387-421
85. Koenker R., and Bassett G. Regression quantiles. Econometrica 46 (1978) 33-50
86. Forthcoming in. Koenker R., Ng P., and Portnoy S. Quantile Smoothing Splines. Biometrika (1993)
87. Lewbel A. The Rank of Demand Systems: Theory and Nonparametric Estimation. Econometrica 59 (1991) 711-730
88. Li K.-C. From Stein's unbiased risk estimates to the method of generalized cross-validation. Annals of Statistics 13 (1985) 1352-1377
89. Linton O.B. Edgeworth Approximation in Semiparametric Regression Models. PhD thesis (1991), Department of Economics, UC Berkeley, Oxford
90. Linton O.B. Second Order Approximation in the Partially Linear Model. Cowles Foundation Discussion Paper no 1065 (1992)
91. Linton O.B. Second Order Approximation in a linear regression with heteroskedasticity of unknown form. Nuffield College Discussion paper no 75 (1993)
92. Forthcoming in. Linton O.B., and Nielsen J.P. A Multiplicative Bias Reduction Method for Nonparametric Regression. Statistics and Probability Letters (1993)
93. Presidential Address. McFadden D. Specification of econometric models (1985), Econometric Society
94. Mack Y.P. Local properties of k-NN regression estimates. SIAM J. Alg. Disc. Meth. 2 (1981) 311-323
95. Mandelbrot B. The variation of certain speculative prices. Journal of Business 36 (1963) 394-419
96. Manski C.F. Maximum Score Estimation of the Stochastic Utility Model of Choice. Journal of Econometrics 3 (1975) 205-228
97. Marron J.S., and Nolan D. Canonical kernels for density estimation. Statistics and Probability Letters 7 (1989) 191-195
98. Marron J.S., and Wand M.P. Exact Mean Integrated Squared Error. Annals of Statistics 20 (1992) 712-736
99. Meese R.A., and Rose A.K. An empirical assessment of nonlinearities in models of exchange rate determination. Review of Economic Studies 80 (1991) 603-619
100. Melenberg B., and van Soest A. Parametric and semi-parametric modelling of vacation expenditures. Discussion paper no 9144 (1991), CentER for Economic Research, Tilburg, Holland
101. Mizrach B. Multivariate nearest-neighbor forecasts of EMS exchange rates. Journal of Applied Econometrics 7 (1992) 151-163
102. ∞ functions. Journal of Approximation Theory 51 (1987) 193-201
103. Müller H.G. Nonparametric Regression Analysis of Longitudinal Data. Lecture Notes in Statistics Vol. 46 (1988), Springer-Verlag, Tilburg, Holland
104. Nadaraya E.A. On estimating regression. Theory of Probability and its Applications 10 (1964) 186-190
105. Newey W.K. Semiparametric Efficiency Bounds. Journal of Applied Econometrics 5 (1990) 99-135
106. Newey W.K., Powell J.L., and Walker J.R. Semiparametric Estimation of Selection Models: Some Empirical Results. American Economic Review Papers and Proceedings 80 (1990) 324-328
107. Unpublished manuscript. Olley G.S., and Pakes A. The Dynamics of Productivity in the Telecommunications Equipment Industry (1991), Yale University, Heidelberg/New York
108. Pagan A.R., and Hong Y.S. Nonparametric Estimation and the Risk Premium. In: Barnett, Powell, and Tauchen (Eds). Nonparametric and Semiparametric Methods in Econometrics and Statistics (1991), Cambridge University Press
109. Pagan A.R., and Schwert W. Alternative models for conditional stock volatility. Journal of Econometrics 45 (1990) 267-290
110. Pagan A.R., and Ullah A. The econometric analysis of models with risk terms. Journal of Applied Econometrics 3 (1988) 87-105
111. Park B.U., and Turlach B.A. Practical performance of several data-driven bandwidth selectors (with discussion). Computational Statistics 7 (1992) 251-271
112. Phillips P.C.B. Spectral Regression for Cointegrated Time Series. In: Barnett, Powell, and Tauchen (Eds). Nonparametric and Semiparametric Methods in Econometrics and Statistics (1991), Cambridge University Press
113. Unpublished manuscript. Powell J.L., and Stoker T.M. Optimal Bandwidth Choice for Density-Weighted Averages (1991), Princeton University
114. Powell J.L., Stock J.H., and Stoker T.M. Semiparametric Estimation of Index Coefficients. Econometrica 57 (1989) 1403-1430
115. Prakasa Rao B.L.S. Nonparametric Functional Estimation (1983), Academic Press
116. Rice J.A. Bandwidth choice for nonparametric regression. Annals of Statistics 12 (1984) 1215-1230
117. Robb A.L., Magee L., and Burbidge J.B. Kernel smoothed consumption-age quantiles. Canadian Journal of Economics 25 (1992) 669-680
118. Robinson P.M. Nonparametric Estimators for Time Series. Journal of Time Series Analysis 4 (1983) 185-208
119. Robinson P.M. Asymptotically Efficient Estimation in the Presence of Heteroscedasticity of Unknown Form. Econometrica 56 (1987) 875-891
120. Robinson P.M. Root-N-Consistent Semiparametric Regression. Econometrica 56 (1988) 931-954
121. Robinson P.M. Semiparametric Econometrics: A Survey. Journal of Applied Econometrics 3 (1988) 35-51
122. Robinson P.M. Automatic Frequency Domain Inference on Semiparametric and Nonparametric Models. Econometrica 59 (1991) 1329-1364
123. Rosenblatt M. Remarks on some nonparametric estimates of a density function. Annals of Mathematical Statistics 27 (1956) 642-669
124. Ruppert D., and Wand M.P. Multivariate Locally Weighted Least Squares Regression. Rice University, Technical Report no. 92-4 (1992)
125. Schuster E.F. Joint asymptotic distribution of the estimated regression function at a finite number of distinct points. Annals of Mathematical Statistics 43 (1972) 84-88
126. Sentana E., and Wadhwani S. Semi-parametric Estimation and the Predictability of Stock Returns: Some Lessons from Japan. Review of Economic Studies 58 (1991) 547-563
127. Shibata R. An optimal selection of regression variables. Biometrika 68 (1981) 45-54
128. Silverman B.W. Spline smoothing: the equivalent variable kernel method. Annals of Statistics 12 (1984) 898-916
129. Silverman B.W. Some aspects of the Spline Smoothing approach to Non-parametric Regression Curve Fitting. Journal of the Royal Statistical Society Series B 47 (1985) 1-52
130. Silverman B.W. Density estimation for statistics and data analysis (1986), Chapman and Hall, London
131. Stock J.H. Nonparametric Policy Analysis. Journal of the American Statistical Association 84 (1989) 567-576
132. Stock J.H. Nonparametric Policy Analysis: An Application to Estimating Hazardous Waste Cleanup Benefits. In: Barnett, Powell, and Tauchen (Eds). Nonparametric and Semiparametric Methods in Econometrics and Statistics (1991), Cambridge University Press, London
133. Stoker T.M. Consistent Estimation of Scaled Coefficients. Econometrica 54 (1986) 1461-1481
134. Stoker T.M. Equivalence of direct, indirect, and slope estimators of average derivatives. In: Barnett, Powell, and Tauchen (Eds). Nonparametric and Semiparametric Methods in Econometrics and Statistics (1991), Cambridge University Press
135. Stoker T.M. Lectures on Semiparametric Econometrics. CORE Lecture Series (1992), Université Catholique de Louvain, Belgium
136. Unpublished manuscript. Stoker T.M., and Villas-Boas J.M. Monte Carlo Simulation of Average Derivative Estimators (1992), MIT, Belgium
137. Stone C.J. Optical global rates of convergence for nonparametric regression. Annals of Statistics 10 (1982) 1040-1053
138. Unpublished manuscript. Strauss J., and Thomas D. The shape of the calorie-expenditure curve (1990), Rand Corporation, Massachusetts
139. Stute W. Conditional Empirical Processes. Annals of Statistics 14 (1986) 638-647
140. Tibshirani R. Local likelihood estimation. PhD Thesis (1984), Stanford University, Santa Monica
141. Tikhonov A.N. Regularization of incorrectly posed problems. Soviet Math. 4 (1963) 1624-1627
142. Turlach B.A. On discretization methods for average derivative estimation. CORE Discussion Paper no. 9232 (1992), Université Catholique de Louvain, California
143. Vapnik V. Estimation of Dependencies Based on Empirical Data (1982), Springer-Verlag, Louvain-la-Neuve, Belgium
144. Wahba G. Spline Models for Observational Data. CBMS-NSF Regional Conference Series in Applied Mathematics no. 59 (1990)
145. Watson G.S. Smooth regression analysis. Sankhya Series A 26 (1964) 359-372
146. Unpublished manuscript. Whistler D. Semiparametric ARCH Estimation of Intra-Daily Exchange Rate Volatility (1988), London School of Economics, Heidelberg, New York, Berlin
147. Whittaker E.T. On a new method of graduation. Proc. Edinburgh Math. Soc. 41 (1923) 63-75
148. Available from. XploRe. An interactive statistical computing environment (1993), XploRe Systems, Institute für Statistik und Ökonometrie, Wirtschaftswissenschaftliche Fakultät, Humboldt-Universität zu Berlin,, D 10178 Berlin, Germany