Jiti Gao

Monash University - Department of Econometrics & Business Statistics

Professor Jiti Gao

900 Dandenong Road

Caulfield East, Victoria 3145

Australia

http://www.jitigao.com

SCHOLARLY PAPERS

99

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95

CROSSREF CITATIONS

73

Scholarly Papers (99)

1.

A Computational Implementation of GMM

Number of pages: 75 Posted: 01 Oct 2014 Last Revised: 03 May 2015
Jiti Gao and Han Hong
Monash University - Department of Econometrics & Business Statistics and Stanford University - Department of Economics
Downloads 247 (154,882)
Citation 3

Abstract:

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M-estimators, Monte Carlo Markov Chain methods, Nonparametric Regressions

2.

Non- and Semi-Parametric Panel Data Models: A Selective Review

Number of pages: 18 Posted: 22 Aug 2013
Jia Chen, Degui Li and Jiti Gao
University of York - Department of Economics and Related Studies, University of York and Monash University - Department of Econometrics & Business Statistics
Downloads 186 (201,904)
Citation 4

Abstract:

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Deterministic trends, local linear fitting, panel data, semiparametric estimation, single-index models

Estimating Smooth Structural Change in Cointegration Models

Number of pages: 42 Posted: 19 Sep 2013
Yale University - Cowles Foundation, University of York and Monash University - Department of Econometrics & Business Statistics
Downloads 116 (296,288)
Citation 3

Abstract:

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Cointegration, Endogeneity, Kernel degeneracy, Nonparametric regression, Super-consistency, Time varying coefficients

Estimating Smooth Structural Change in Cointegration Models

Cowles Foundation Discussion Paper No. 1910
Number of pages: 43 Posted: 19 Sep 2013
Yale University - Cowles Foundation, University of York and Monash University - Department of Econometrics & Business Statistics
Downloads 39 (535,405)
Citation 9

Abstract:

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Cointegration, Endogeneity, Kernel degeneracy, Nonparametric regression, Super-consistency, Time varying coefficients

4.

Testing for a Structural Break in Dynamic Panel Data Models with Common Factors

Number of pages: 31 Posted: 25 Sep 2015
Monash University - Department of Econometrics & Business Statistics, BI Norwegian Business School, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics & Business Statistics
Downloads 148 (245,182)

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Break-point detection; Fixed T asymptotics; Method of moments; Unobserved heterpgeneity

5.

Nonparametric Time-Varying Coefficient Panel Data Models with Fixed Effects

The University of Adelaide School of Economics Research Paper No. 103
Number of pages: 28 Posted: 18 Sep 2010
Jia Chen, Degui Li and Jiti Gao
University of Adelaide - School of Economics, University of Adelaide - School of Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 146 (247,863)
Citation 3

Abstract:

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Fixed effects, local linear estimation, nonstationarity, panel data, specification testing, time-varying coefficient function

6.

A Varying-Coefficient Panel Data Model with Fixed Effects: Theory and an Application to U.S. Commercial Banks

Number of pages: 59 Posted: 19 Apr 2015
University of North Texas, Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics and Business Statistics and University of Exeter Business School - Department of Economics
Downloads 133 (266,738)
Citation 3

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Categorical variable; estimation theory; nonlinear panel data model; returns to scale.

7.

Heterogeneous Panel Data Models with Cross-Sectional Dependence

Number of pages: 79 Posted: 11 Sep 2017 Last Revised: 07 Aug 2018
Jiti Gao, Kai Xia and Huanjun Zhu
Monash University - Department of Econometrics & Business Statistics, Xiamen University and Monash University - Department of Econometrics & Business Statistics
Downloads 121 (286,228)
Citation 3

Abstract:

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Health care expenditure, Nonlinear trending function, Nonstationary time series

8.

Modelling Time-Varying Income Elasticities of Health Care Expenditure for the OECD

Number of pages: 66 Posted: 30 Oct 2018 Last Revised: 05 Jun 2020
University of Southern Denmark, Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics and Business Statistics and University of International Business and Economics (UIBE) - School of Banking and Finance
Downloads 115 (296,629)
Citation 2

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Cross-Sectional Dependence, Health Expenditure, Income Elasticity, Nonparametric Kernel Smoothing, Non-Stationarity, Super-Consistency

9.

Estimation in Semiparametric Quantile Factor Models

Number of pages: 48 Posted: 06 May 2017
Shujie Ma, Oliver B. Linton and Jiti Gao
University of California, Riverside (UCR), University of Cambridge and Monash University - Department of Econometrics & Business Statistics
Downloads 104 (318,062)
Citation 2

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Cross-Sectional Dependence; Fama-French Model; Inference; Sieve Estimation

10.
Downloads 104 (318,062)
Citation 7

Functional Coefficient Nonstationary Regression

Cowles Foundation Discussion Paper No. 1911
Number of pages: 56 Posted: 19 Sep 2013
Jiti Gao and Peter C. B. Phillips
Monash University - Department of Econometrics & Business Statistics and Yale University - Cowles Foundation
Downloads 60 (443,624)
Citation 7

Abstract:

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Aggregate consumption, Asymptotic theory, Cointegration, Density, Local time, Nonlinear functional, Nonparametric estimation, Semiparametric, Time series, Varying coefficient model

Functional Coefficient Nonstationary Regression

Number of pages: 55 Posted: 03 Aug 2013 Last Revised: 05 Aug 2013
Jiti Gao and Peter C. B. Phillips
Monash University - Department of Econometrics & Business Statistics and Yale University - Cowles Foundation
Downloads 44 (510,611)
Citation 1

Abstract:

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Aggregate consumption, Asymptotic theory, cointegration, density, local time, nonlinear functional, nonparametric estimation, semiparametric, time series, varying coefficient model

11.

Estimation in Threshold Autoregressive Models with a Stationary and a Unit Root Regime

Number of pages: 29 Posted: 17 Sep 2010
Jiti Gao, Dag Tjøstheim and Jiying Yin
Monash University - Department of Econometrics & Business Statistics, University of Bergen - Department of Mathematics and University of Adelaide
Downloads 101 (324,278)
Citation 3

Abstract:

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Asymptotic normality, nonlinear time series, nonparametric model, nonstationarity

12.

Nonparametric Estimation and Parametric Calibration of Time-Varying Coefficient Realized Volatility Models

Number of pages: 55 Posted: 04 Sep 2013
Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics & Business Statistics, University of York and Monash University - Department of Econometrics & Business Statistics
Downloads 97 (332,858)
Citation 7

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Bootstrap Method, Heterogeneous Autoregressive Model, Locally Stationary Process, Nonparametric Method

13.

Semiparametric Single-Index Predictive Regression

Number of pages: 60 Posted: 04 Aug 2018 Last Revised: 04 Sep 2019
Econometrics and Business Statistics, Monash University - Department of Econometrics & Business Statistics, University of Melbourne - Department of Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 94 (339,628)

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Predictive Regression; Single-Index Model; Hermite Orthogonal Estimation; Dual Super-Consistency Rates; Co-Moving Predictors

14.

Time-Varying Coefficient Spatial Autoregressive Panel Data Model with Fixed Effects

Number of pages: 35 Posted: 20 Nov 2019
Xuan Liang, Jiti Gao and Xiaodong Gong
Australian National University (ANU), Research School of Finance, Actuarial Studies and Statistics, Monash University - Department of Econometrics & Business Statistics and University of Canberra
Downloads 93 (341,917)
Citation 2

Abstract:

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concentrated quasi-maximum likelihood estimation, local linear estimation, time-varying coefficient

15.

Semiparametric Autoregressive Conditional Duration Model: Theory and Practice

Number of pages: 50 Posted: 17 Jul 2012 Last Revised: 26 Sep 2012
University of Canterbury, Monash University - Department of Econometrics & Business Statistics and School of Mathematics and Statistics, The University of Sydney
Downloads 93 (341,917)

Abstract:

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16.

Nonparametric Estimation in Panel Data Models with Heterogeneity and Time-Varyingness

Number of pages: 65 Posted: 04 Aug 2018 Last Revised: 05 Sep 2019
Fei Liu, Jiti Gao and Yanrong Yang
Nankai University - School of Finance, Monash University - Department of Econometrics & Business Statistics and Research School of Actuarial Studies, Finance and Statistics
Downloads 90 (349,068)

Abstract:

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Time-varying panel data; heterogeneity in coefficients; cross-sectional dependence

17.

The Third Generation ACD Model: A Semiparametric Approach

Number of pages: 39 Posted: 23 Jul 2008
University of Western Australia, Monash University - Department of Econometrics & Business Statistics and School of Mathematics and Statistics, The University of Sydney
Downloads 90 (349,068)

Abstract:

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Semiparametric ACD model, Conditional durations, Simulations

18.

Partially Linear Panel Data Models with Cross-Sectional Dependence and Nonstationarity

Number of pages: 51 Posted: 27 Mar 2015
Chaohua Dong, Jiti Gao and Bin Peng
Southwestern University of Finance and Economics, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics and Business Statistics
Downloads 86 (358,973)
Citation 3

Abstract:

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Asymptotic theory; closed-form estimate; orthogonal series method; partially linear panel data model.

19.

A Simple Nonlinear Predictive Model for Stock Returns

Number of pages: 28 Posted: 11 Oct 2017 Last Revised: 14 Oct 2017
Biqing Cai and Jiti Gao
University of Bergen and Monash University - Department of Econometrics & Business Statistics
Downloads 85 (361,536)

Abstract:

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Hermite Functions, Out-of-Sample Forecast, Return Predictability, Series Estimator, Unit Root

20.

Recursive Estimation in Large Panel Data Models: Theory and Practice

Number of pages: 41 Posted: 13 Feb 2017
Monash University, Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics & Business Statistics and University of Southern California - Department of Economics
Downloads 80 (374,849)
Citation 8

Abstract:

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Cross-sectional dependence, factor model, large panel data model, recursive estimation

21.

Semiparametric Single-Index Panel Data Models with Cross-Sectional Dependence

Number of pages: 38 Posted: 26 Feb 2014
Bin Peng, Chaohua Dong and Jiti Gao
Monash University - Department of Econometrics and Business Statistics, Southwestern University of Finance and Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 79 (377,570)
Citation 9

Abstract:

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Closed-form estimate, cross-sectional dependence, nonlinear panel data model, semiparametric model

22.

Semiparametric Model Selection in Panel Data Models with Deterministic Trending and Cross-Sectional Dependence

Number of pages: 35 Posted: 10 May 2014
Jia Chen and Jiti Gao
University of York - Department of Economics and Related Studies and Monash University - Department of Econometrics & Business Statistics
Downloads 78 (380,259)

Abstract:

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cross-sectional dependence, fixed effects, large panel, local linear fitting, penalty function, profile likelihood, semiparametric regression

23.

High Dimensional Semiparametric Moment Restriction Models

Number of pages: 74 Posted: 02 Oct 2017 Last Revised: 24 Nov 2018
Southwestern University of Finance and Economics, Monash University - Department of Econometrics & Business Statistics and University of Cambridge
Downloads 73 (394,794)

Abstract:

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high dimensional models, overidentification, sieve method

24.

Global Temperatures and Greenhouse Gases: A Common Features Approach

Number of pages: 37 Posted: 10 Oct 2019 Last Revised: 13 Oct 2019
Li Chen, Jiti Gao and Farshid Vahid
WISE and School of Economics, Xiamen University, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics and Business Statistics
Downloads 70 (407,142)

Abstract:

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global warming; complex trends; endogeneity; instrumental variables; testing for common trends

25.

A Quantile Regression Approach to Panel Data Analysis of Health Care Expenditure in OECD Countries

Number of pages: 26 Posted: 07 Nov 2016
Fengping Tian, Jiti Gao and Ke Yang
Sun Yat-Sen University (SYSU) - Business School, Monash University - Department of Econometrics & Business Statistics and South China Normal University - College of Economics & Management
Downloads 70 (403,966)
Citation 1

Abstract:

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Health care expenditure, quantile regression, OECD countries, unbalanced growth

26.

Semiparametric Methods in Nonlinear Time Series Analysis: A Selective Review

Number of pages: 39 Posted: 25 Nov 2012 Last Revised: 02 Feb 2014
Patrick Saart, Jiti Gao and Nam Hyun Kim
University of Canterbury, Monash University - Department of Econometrics & Business Statistics and University of Konstanz
Downloads 70 (403,966)

Abstract:

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Semiparametrics, Time Series, Curse of Dimensionality

27.

Nonparametric Estimation and Specification Testing in Nonstationary Time Series Models

Number of pages: 37 Posted: 18 Sep 2010
Jiti Gao, Jia Chen, Degui Li and Zhengyan Lin
Monash University - Department of Econometrics & Business Statistics, University of Adelaide - School of Economics, University of Adelaide - School of Economics and Zhejiang University
Downloads 68 (410,322)

Abstract:

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Asymptotic distribution, Edgeworth expansion, estimation, nonlinear time series, power function, quadratic form, random walk, size function

28.

Model Specification between Parametric and Nonparametric Cointegration

Number of pages: 37 Posted: 06 Sep 2012
Jiti Gao
Monash University - Department of Econometrics & Business Statistics
Downloads 67 (413,546)
Citation 7

Abstract:

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Cointegration, nonparametric kernel estimation, nonstationary time series, parametric model specification

29.

Varying-Coefficient Panel Data Models with Partially Observed Factor Structure

Number of pages: 39 Posted: 23 Jan 2018
Chaohua Dong, Jiti Gao and Bin Peng
Southwestern University of Finance and Economics, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics and Business Statistics
Downloads 65 (420,094)
Citation 1

Abstract:

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Asymptotic theory; Orthogonal series method; Translog cost function; Return to scale

30.

Semiparametric Localized Bandwidth Selection in Kernel Density Estimation

Number of pages: 45 Posted: 12 May 2014
Tingting Cheng, Jiti Gao and Xibin Zhang
Monash University, Monash University - Department of Econometrics & Business Statistics and Monash University
Downloads 65 (420,094)
Citation 1

Abstract:

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hyperparameter estimation; likelihood score; localized bandwidth

31.

Bayesian Bandwidth Selection in Nonparametric Time-Varying Coefficient Models

Number of pages: 34 Posted: 14 Feb 2013
Tingting Cheng, Jiti Gao and Xibin Zhang
Monash University, Monash University - Department of Econometrics & Business Statistics and Monash University
Downloads 63 (426,864)

Abstract:

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Bayes factors, bandwidth, marginal likelihood, local linear estimator, random-walk Metropolis algorithm

32.

Non- and Semi-Parametric Quantile Models for Recovery Rate

29th Australasian Finance and Banking Conference 2016
Number of pages: 42 Posted: 22 Aug 2016 Last Revised: 24 Aug 2016
Monash Business School, Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics & Business Statistics and Monash University
Downloads 61 (433,801)

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Loss given default, Credit risk, Borrower characteristics, Nonlinear models, Local constant method

33.

Kernel-Based Inference in Time-Varying Coefficient Cointegrating Regression

Cowles Foundation Discussion Paper No. 2109
Number of pages: 60 Posted: 15 Sep 2017 Last Revised: 04 Jun 2021
University of York, Yale University - Cowles Foundation and Monash University - Department of Econometrics & Business Statistics
Downloads 60 (437,344)
Citation 2

Abstract:

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Cointegration, FM-kernel estimation, Generalized Wald test, Global rotation, Kernel degeneracy, Local rotation, Super-consistency, Time-varying coefficients

34.

High Dimensional Correlation Matrices: CLT and Its Applications

Number of pages: 55 Posted: 10 Nov 2014
Monash University - Department of Econometrics & Business Statistics, Nanyang Technological University (NTU), Nanyang Technological University (NTU) and Monash University - Department of Econometrics & Business Statistics
Downloads 60 (437,344)
Citation 1

Abstract:

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Central limit theorem; equivalence test; high dimensional correlation matrix; independence test; linear spectral statistics

35.

Estimation for Single-Index and Partially Linear Single-Index Nonstationary Time Series Models

Number of pages: 76 Posted: 19 Feb 2014
Chaohua Dong, Jiti Gao and Dag Tjostheim
Southwestern University of Finance and Economics, Monash University - Department of Econometrics & Business Statistics and University of Bergen - Faculty of Mathematics and Natural Sciences
Downloads 60 (437,344)
Citation 8

Abstract:

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Nonstationarity, orthogonal series expansion, single-index models, partially linear single-index models, dual convergence rates, a trio of convergence rates.

36.

Econometric Time Series Specification Testing in a Class of Multiplicative Error Models

Number of pages: 43 Posted: 14 Jan 2014 Last Revised: 02 Feb 2014
Patrick Saart, Jiti Gao and Nam Hyun Kim
University of Canterbury, Monash University - Department of Econometrics & Business Statistics and University of Konstanz
Downloads 58 (444,586)

Abstract:

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Financial duration process; Nonnegative time series; Nonparametric kernel estimation; Semiparametric mixture model

37.

Semiparametric Autoregressive Conditional Duration Model: Theory and Practice

Number of pages: 50 Posted: 05 Sep 2012 Last Revised: 06 Sep 2012
University of Canterbury, Monash University - Department of Econometrics & Business Statistics and School of Mathematics and Statistics, The University of Sydney
Downloads 58 (444,586)
Citation 1

Abstract:

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Dependent point process, duration, hazard rate and random measure, irregularly

38.

Local Logit Regression for Recovery Rate

Number of pages: 42 Posted: 16 Oct 2017 Last Revised: 17 Oct 2017
Monash Business School, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics & Business Statistics
Downloads 57 (448,309)

Abstract:

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loss given default, credit risk, nonlinearity, kernel estimation, defaulted debt, simulation

39.

Spiked Eigenvalues of High-Dimensional Separable Sample Covariance Matrices

Number of pages: 40 Posted: 17 Dec 2019
Monash University, Monash University - Department of Econometrics & Business Statistics, Nanyang Technological University (NTU) and Research School of Actuarial Studies, Finance and Statistics
Downloads 55 (455,651)

Abstract:

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Factor Model; High-Dimensional Data; Principal Component Analysis; Spiked Empirical Eigenvalue

40.

An Alternative Nonparametric Specification Test in Autoregressive Conditional Duration Models

Number of pages: 41 Posted: 16 Aug 2012
Patrick Saart and Jiti Gao
University of Canterbury and Monash University - Department of Econometrics & Business Statistics
Downloads 55 (455,651)
Citation 2

Abstract:

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autoregressive conditional duration model, dependent point process, financial time series, hazard rate, high frequency data, semiparametric regression

41.

Model Specification Testing for Nonlinear Multivariate Cointegrating Regressions

Number of pages: 85 Posted: 19 Feb 2014 Last Revised: 19 Jul 2016
Southwestern University of Finance and Economics, Monash University - Department of Econometrics & Business Statistics, University of Bergen - Faculty of Mathematics and Natural Sciences and University of Adelaide
Downloads 54 (459,298)
Citation 1

Abstract:

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Cointegration, endogeneity, nonparametric kernel estimation, parametric model specification, time series

42.

A New Class of Bivariate Threshold Cointegration Models

Number of pages: 34 Posted: 29 Jan 2015
Biqing Cai, Jiti Gao and Dag Tjostheim
University of Bergen, Monash University - Department of Econometrics & Business Statistics and University of Bergen - Faculty of Mathematics and Natural Sciences
Downloads 52 (467,024)
Citation 1

Abstract:

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Beta-null recurrent; Cointegration; Markov chain; Threshold VAR model

43.

Specification Testing in Structural Nonparametric Cointegration

Number of pages: 65 Posted: 16 Jan 2014
Chaohua Dong and Jiti Gao
Southwestern University of Finance and Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 52 (467,024)
Citation 6

Abstract:

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Consumption-income model; Endogeneity; Integrated time series; Linear process; Orthogonal series estimation; Parametric specification

44.

A Panel Data Analysis of Hospital Variations in Length of Stay for Hip Replacements: Private Versus Public

Number of pages: 44 Posted: 30 Nov 2017
Monash University - Department of Economics, Monash University, Monash University and Monash University - Department of Econometrics & Business Statistics
Downloads 51 (471,126)

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Gibbs sampler, hierarchical random coefficients, length of stay, hospital ranking

45.

Estimation in Single-Index Panel Data Models with Heterogeneous Link Functions

The University of Adelaide School of Economics Research Paper No. 104
Number of pages: 32 Posted: 18 Sep 2010
Jiti Gao, Jia Chen and Degui Li
Monash University - Department of Econometrics & Business Statistics, University of Adelaide - School of Economics and University of Adelaide - School of Economics
Downloads 50 (475,093)

Abstract:

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Asymptotic distribution, local linear smoother, minimum average variance estimation, panel data, semiparametric estimation, single-index models

46.

Testing Independence for a Large Number of High-Dimensional Random Vectors

Number of pages: 46 Posted: 15 Mar 2013
Guangming Pan, Jiti Gao and Yanrong Yang
Nanyang Technological University (NTU), Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics & Business Statistics
Downloads 49 (479,167)
Citation 4

Abstract:

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Central limit theorem, Covariance stationary time series, Empirical spectral distribution, Independence test, Large dimensional sample covariance matrix, Linear spectral statistics

47.

Semiparametric Estimation in Time Series of Simultaneous Equations

Cowles Foundation Discussion Paper No. 1769
Number of pages: 51 Posted: 14 Sep 2010
Jiti Gao and Peter C. B. Phillips
Monash University - Department of Econometrics & Business Statistics and Yale University - Cowles Foundation
Downloads 49 (479,167)
Citation 1

Abstract:

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Endogeneity, exogeneity, Nonstationarity, Partially linear model, Simultaneous equation, Stochastic detrending, Vector semiparametric regression

48.

Most Powerful Test Against a Sequence of High Dimensional Local Alternatives

Number of pages: 86 Posted: 26 Feb 2021 Last Revised: 04 Aug 2021
Yi He, Sombut Jaidee and Jiti Gao
University of Amsterdam - Amsterdam School of Economics (ASE), Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics & Business Statistics
Downloads 48 (483,246)

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High-dimensional linear model, hypothesis testing, uniformly powerful test, nuisance parameter, random matrix

49.

An Alternative Semiparametric Regression Approach to Nonlinear Duration Modeling: Theory and Practice

Number of pages: 60 Posted: 18 Sep 2010
Monash University - Department of Econometrics & Business Statistics, University of Western Australia and School of Mathematics and Statistics, The University of Sydney
Downloads 48 (483,246)

Abstract:

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Dependent point process, duration, hazard rate and random measure, irregularly spaced high frequency data, semiparametric time series

50.

Inference on a Semiparametric Model with Global Power Law and Local Nonparametric Trends

Number of pages: 55 Posted: 20 Jul 2017
Jiti Gao, Oliver B. Linton and Bin Peng
Monash University - Department of Econometrics & Business Statistics, University of Cambridge and Monash University - Department of Econometrics and Business Statistics
Downloads 46 (491,834)

Abstract:

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Global Mean Sea Level; Nonparametric Kernel Estimation; Nonstationarity

51.

Hermite Series Estimation in Nonlinear Cointegrating Models

Number of pages: 50 Posted: 05 Aug 2013
Biqing Cai and Jiti Gao
Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics & Business Statistics
Downloads 46 (491,834)
Citation 3

Abstract:

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Cointegration, Hermite Functions, Return Predictability, Series Estimator, Unit Root

52.

Estimation in Semiparametric Time Series Models

Number of pages: 17 Posted: 18 Sep 2010
Jiti Gao, Jia Chen and Degui Li
Monash University - Department of Econometrics & Business Statistics, University of Adelaide - School of Economics and University of Adelaide - School of Economics
Downloads 46 (491,834)

Abstract:

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Asymptotic consistency, deterministic trend, model identifiability, time series

53.

An Improved Nonparametric Unit-Root Test

Number of pages: 25 Posted: 23 Aug 2012 Last Revised: 05 Sep 2012
Jiti Gao and Maxwell King
Monash University - Department of Econometrics & Business Statistics and affiliation not provided to SSRN
Downloads 45 (496,311)
Citation 2

Abstract:

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autoregression, nonparametric unit-root test, nonstationary time series, specification testing

54.

Semiparametric Trending Panel Data Models with Cross-Sectional Dependence

Number of pages: 30 Posted: 18 Sep 2010
Jiti Gao, Jia Chen and Degui Li
Monash University - Department of Econometrics & Business Statistics, University of Adelaide - School of Economics and University of Adelaide - School of Economics
Downloads 45 (496,311)
Citation 7

Abstract:

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Cross-sectional dependence, nonlinear time trend, panel data, profile likelihood, semiparametric regression

55.

An Integrated Panel Data Approach to Modelling Economic Growth

Number of pages: 82 Posted: 14 Apr 2019 Last Revised: 16 Apr 2020
Guohua Feng, Jiti Gao and Bin Peng
University of North Texas, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics and Business Statistics
Downloads 44 (500,805)
Citation 2

Abstract:

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Growth Regressions, Variable Selection, Parameter Heterogeneity, Cross-Sectional Dependence

56.

Variable Selection for a Categorical Varying-Coefficient Model with Identifications for Determinants of Body Mass Index

Number of pages: 43 Posted: 11 Oct 2015
Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics and Business Statistics, University of Pittsburgh - Department of Statistics and University of Exeter Business School - Department of Economics
Downloads 44 (500,805)

Abstract:

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Body Mass Index; Obesity; Varying-Coefficient; Variable Selection

57.

A New Diagnostic Test for Cross-Section Uncorrelatedness in Nonparametric Panel Data Models

Number of pages: 42 Posted: 18 Sep 2010
Jiti Gao, Jia Chen and Degui Li
Monash University - Department of Econometrics & Business Statistics, University of Adelaide - School of Economics and University of Adelaide - School of Economics
Downloads 44 (500,805)
Citation 5

Abstract:

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58.

Independence Test for High Dimensional Random Vectors

Number of pages: 41 Posted: 22 Mar 2012
Jiti Gao, G. Pan and M. Guo
Monash University - Department of Econometrics & Business Statistics, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 43 (505,258)
Citation 1

Abstract:

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Independence test, cross--sectional dependence, empirical spectral distribution, characteristic function, Marcenko-Pastur Law

59.

Nonparametric Time-Varying Vector Moving Average (infinity) Models

Number of pages: 59 Posted: 23 Jan 2021
Yayi Yan, Jiti Gao and Bin Peng
Department of Econometrics and Business Statistics, Monash University, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics and Business Statistics
Downloads 42 (509,802)

Abstract:

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Multivariate Time Series; Nonparametric Kernel Estimation; Nonstationary Time Series; Time-Varying Beveridge-Nelson Decomposition

60.

Time-Varying Panel Data Models with an Additive Factor Structure

Number of pages: 56 Posted: 07 Dec 2020
Fei Liu, Jiti Gao and Yanrong Yang
Nankai University - School of Finance, Monash University - Department of Econometrics & Business Statistics and Research School of Actuarial Studies, Finance and Statistics
Downloads 42 (509,802)

Abstract:

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Additive factor model; nonparametric kernel estimation; profile marginal integration

61.

Cross-Sectional Independence Test for a Class of Parametric Panel Data Models

Number of pages: 44 Posted: 25 Sep 2015
Nanyang Technological University (NTU), Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics & Business Statistics and National Sun Yat-sen University
Downloads 41 (514,463)
Citation 1

Abstract:

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Characteristic function, cross--sectional independence, empirical spectral distribution, linear panel data models, Marcenko-Pastur Law.

62.

Binary Response Models for Heterogeneous Panel Data with Interactive Fixed Effects

Number of pages: 53 Posted: 07 Dec 2020 Last Revised: 10 Feb 2021
Jiti Gao, Fei Liu and Bin Peng
Monash University - Department of Econometrics & Business Statistics, Nankai University - School of Finance and Monash University - Department of Econometrics and Business Statistics
Downloads 40 (519,206)

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Binary Response, Heterogeneous Panel, Interactive Fixed Effects, Portfolio Analysis

63.

Orthogonal Expansion of Levy Process Functionals: Theory and Practice

Number of pages: 92 Posted: 02 Feb 2013
Chaohua Dong and Jiti Gao
Southwestern University of Finance and Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 40 (519,206)
Citation 1

Abstract:

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Asymptotic theory, Econometric estimation, Levy process, Nonstationary time series, Orthogonal series expansion.

64.

Nonparametric Kernel Estimation of the Impact of Tax Policy on the Demand for Private Health Insurances in Australia

Number of pages: 29 Posted: 27 Mar 2015 Last Revised: 12 Apr 2015
Xiaodong Gong and Jiti Gao
Australian National University (ANU) - School of Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 39 (524,060)

Abstract:

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De-convolution kernel estimator; Regression discontinuity; Error-in-variables; Demand for private health insurance

65.

Identification, Estimation and Specification in a Class of Semi-Linear Time Series Models

Number of pages: 20 Posted: 22 Mar 2012 Last Revised: 12 Sep 2012
Jiti Gao
Monash University - Department of Econometrics & Business Statistics
Downloads 38 (528,857)
Citation 3

Abstract:

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Asymptotic theory, departure function, kernel method, nonlinearity, nonstationarity, semiparametric model, stationarity, time series

66.

Simultaneous Testing of the Mean and Variance Structures in Nonlinear Time Series Models

University of Adelaide School of Economics Working Paper No. 2010-28
Number of pages: 56 Posted: 12 Dec 2010
Jiti Gao and Songxi Chen
Monash University - Department of Econometrics & Business Statistics and Peking University - Guanghua School of Management
Downloads 38 (528,857)

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Bootstrap, empirical likelihood, goodness-of-fit test, kernel estimation, least squares empirical likelihood, rate-optimal test

67.

Another Look at Single-Index Models Based on Series Estimation

Number of pages: 40 Posted: 26 Oct 2016
Chaohua Dong, Jiti Gao and Bin Peng
Southwestern University of Finance and Economics, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics and Business Statistics
Downloads 37 (533,746)
Citation 1

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Asymptotic theory, closed-form estimate, cross-sectional model, Hermite orthogonal expansion, series method

68.

Estimation of Technical Change and Price Elasticities: A Categorical Time-Varying Coefficient Approach

Number of pages: 39 Posted: 13 Jan 2016 Last Revised: 12 Feb 2016
Guohua Feng, Jiti Gao and Xiaohui Zhang
University of North Texas, Monash University - Department of Econometrics & Business Statistics and University of Exeter Business School - Department of Economics
Downloads 37 (533,746)

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Semiparametric Time-varying Coefficient Model; Technical Change and Productivity

69.

Solving Replication Problems in Complete Market by Orthogonal Series Expansion

Number of pages: 17 Posted: 22 Mar 2012 Last Revised: 15 Apr 2012
Jiti Gao and Chaohua Dong
Monash University - Department of Econometrics & Business Statistics and Southwestern University of Finance and Economics
Downloads 37 (533,746)
Citation 1

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Approximation theory, Black-Scholes theory, complete market, stochastic process, time series

70.

Regime Switching in the Presence of Endogeneity

Number of pages: 29 Posted: 07 May 2018
Tingting Cheng, Jiti Gao and Yayi Yan
Monash University, Monash University - Department of Econometrics & Business Statistics and Department of Econometrics and Business Statistics, Monash University
Downloads 36 (538,830)

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Latent Factor, Maximum Likelihood Estimation, Markov Chain, Regime Switching Models, State-Varying Endogeneity

71.

CLT for Largest Eigenvalues and Unit Root Tests for High-Dimensional Nonstationary Time Series

Number of pages: 40 Posted: 20 Jul 2016
Bo Zhang, Guangming Pan and Jiti Gao
School of Physical and Mathematical Sciences, Nanyang Technological University (NTU) and Monash University - Department of Econometrics & Business Statistics
Downloads 36 (538,830)
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Asymptotic normality, Largest eigenvalue, Linear process, Unit root test

72.

Orthogonal Series Estimation in Nonlinear Cointegrating Models with Endogeneity

Number of pages: 38 Posted: 25 Sep 2015
Biqing Cai, Chaohua Dong and Jiti Gao
University of Bergen, Southwestern University of Finance and Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 36 (538,830)
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Cointegration, endogeneity, Hermite functions, series estimator, unit root

73.

Nonparametric Specification Testing in Nonlinear and Nonstationary Time Series Models: Theory and Practice

Number of pages: 49 Posted: 19 Mar 2013
Jia Chen, Jiti Gao, Degui Li and Zhengyan Lin
University of Queensland, Monash University - Department of Econometrics & Business Statistics, University of York and Zhejiang University
Downloads 35 (544,074)
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asymptotic distribution, Edgeworth expansion, nonlinear time series, power function, quadratic form, size function, unit root

74.

Series Estimation for Single-Index Models Under Constraints

Number of pages: 35 Posted: 27 Mar 2018 Last Revised: 27 Apr 2018
Chaohua Dong, Jiti Gao and Bin Peng
Southwestern University of Finance and Economics, Monash University - Department of Econometrics & Business Statistics and Monash University - Department of Econometrics and Business Statistics
Downloads 34 (549,404)

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Asymptotic Theory, Closed-Form Estimation, Cross-Sectional Model, Hermite Series Expansion

75.

Estimation of Structural Breaks in Large Panels with Cross-Sectional Dependence

Number of pages: 45 Posted: 20 Jul 2016
Jiti Gao, Guangming Pan and Yanrong Yang
Monash University - Department of Econometrics & Business Statistics, Nanyang Technological University (NTU) and Monash University - Department of Econometrics & Business Statistics
Downloads 34 (549,404)

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Cross-sectional averages; dynamic factor model; joint estimation; marginal estimation; strong factor loading

76.

Uniform Consistency for Nonparametric Estimators in Null Recurrent Time Series

Number of pages: 22 Posted: 18 Sep 2010
Jiti Gao, Degui Li and Dag Tjøstheim
Monash University - Department of Econometrics & Business Statistics, University of Adelaide - School of Economics and University of Bergen - Department of Mathematics
Downloads 33 (554,775)
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Null recurrent Markov chain, nonparametric estimation, rate of convergence, uniform consistency

77.

On Income and Price Elasticities for Energy Demand: A Panel Data Study

Number of pages: 37 Posted: 30 Sep 2020
Jiti Gao, Bin Peng and Russell Smyth
Monash University - Department of Econometrics & Business Statistics, Monash University - Department of Econometrics and Business Statistics and Monash University - Department of Economics
Downloads 32 (560,237)
Citation 1

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Elasticity, Energy policy, Panel data analysis

78.

A Near Unit Root Test for High-Dimensional Nonstationary Time Series

Number of pages: 36 Posted: 13 May 2019 Last Revised: 15 May 2019
Bo Zhang, Jiti Gao and Guangming Pan
Monash University, Monash University - Department of Econometrics & Business Statistics and Nanyang Technological University (NTU)
Downloads 32 (560,237)
Citation 1

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Asymptotic normality, Largest eigenvalue, Linear process, Unit root test

79.

Inference on Non-Stationary Time Series with Moving Mean

Number of pages: 32 Posted: 30 Jul 2013
Jiti Gao and Peter M. Robinson
Monash University - Department of Econometrics & Business Statistics and London School of Economics & Political Science (LSE) - Department of Economics
Downloads 32 (560,237)

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fractional time series, fi…xed design non-parametric regression, non-stationary time series, unit root tests

80.

Semiparametric Regression Estimation in Null Recurrent Nonlinear Time Series

Number of pages: 53 Posted: 18 Sep 2010
Jiti Gao, Jia Chen and Degui Li
Monash University - Department of Econometrics & Business Statistics, University of Adelaide - School of Economics and University of Adelaide - School of Economics
Downloads 32 (560,237)
Citation 1

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Asymptotic normality, beta-null recurrent Markov chain, consistency, kernel estimator, partially linear model

81.

Uniform Consistency of Nonstationary Kernel-Weighted Sample Covariances for Nonparametric Regression

Cowles Foundation Discussion Paper No. 1929
Number of pages: 25 Posted: 26 Nov 2013 Last Revised: 18 Dec 2013
University of York, Yale University - Cowles Foundation and Monash University - Department of Econometrics & Business Statistics
Downloads 31 (565,651)
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Cointegration; Functional coefficients; Kernel degeneracy; Nonparametric kernel smoothing; Random coordinate rotation; Super-consistency; Uniform convergence rates; Time varying coefficients

82.

Semi-Parametric Analysis of Shape-Invariant Engel Curves with Control Function Approach

Number of pages: 53 Posted: 07 Feb 2013 Last Revised: 02 Feb 2014
Nam Hyun Kim, Patrick Saart and Jiti Gao
University of Konstanz, University of Canterbury and Monash University - Department of Econometrics & Business Statistics
Downloads 31 (565,651)
Citation 3

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endogeneity, generalized partially linear single index model, CF approach, generated regressor

83.

Error-in-Variables Jump Regression Using Local Clustering

Number of pages: 49 Posted: 20 Jul 2016
Department of Biostatistics, Australian National University (ANU) - School of Economics, Monash University - Department of Econometrics & Business Statistics and Department of Biostatistics
Downloads 26 (596,097)

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Clustering, Demand for private health insurance, Kernel smoothing, Local regression, Measurement errors; Price elasticity

84.

Expansion of Lévy Process Functionals and its Application in Statistical Estimation

Number of pages: 89 Posted: 22 Mar 2012
Jiti Gao and Chaohua Dong
Monash University - Department of Econometrics & Business Statistics and Southwestern University of Finance and Economics
Downloads 25 (602,585)
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expansions, Lévy Process, Orthogonal Series, Statistical Estimation

85.

Regime Switching Panel Data Models with Interactive Fixed Effects

Number of pages: 12 Posted: 12 Nov 2018
Tingting Cheng, Jiti Gao and Yayi Yan
Monash University, Monash University - Department of Econometrics & Business Statistics and Department of Econometrics and Business Statistics, Monash University
Downloads 24 (609,345)
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ECM algorithm; interactive effect; maximum likelihood estimation; panel data model; regime switching

86.

Forecasting a Nonstationary Time Series with a Mixture of Stationary and Nonstationary Factors as Predictors

Number of pages: 33 Posted: 03 Jun 2020
Monash University, Monash University - Department of Econometrics & Business Statistics, Monash University and Monash University - Department of Econometrics & Business Statistics
Downloads 23 (615,979)

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Bootstrap; generated factors; panel data; prediction interval

87.

Specification Testing Driven by Orthogonal Series in Nonlinear and Nonstationary Time Series Models

Number of pages: 53 Posted: 14 Nov 2012
Jiti Gao and Chaohua Dong
Monash University - Department of Econometrics & Business Statistics and Southwestern University of Finance and Economics
Downloads 23 (615,979)
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consumption-income model, integrated time series, local-time process, orthogonal series estimation, parametric specification

88.

Estimation and Testing for High-dimensional Near Unit Root Time Series

Number of pages: 40 Posted: 13 May 2020
Bo Zhang, Jiti Gao and Guangming Pan
Monash University, Monash University - Department of Econometrics & Business Statistics and Nanyang Technological University (NTU)
Downloads 22 (622,934)

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Asymptotic normality, largest eigenvalue, linear process, near unit root test.

89.

Long-Range Dependent Time Series Specification

Number of pages: 37 Posted: 18 Sep 2010
Jiti Gao and Qiying Wang
Monash University - Department of Econometrics & Business Statistics and University of Sydney
Downloads 21 (629,903)

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Central limit theorem, Gaussian process, linear process, long-range dependence, parametric time series regression, specification testing

90.

Nonparametric Kernel Estimation of the Impact of Tax Policy on the Demand for Private Health Insurance in Australia

Number of pages: 29 Posted: 11 Apr 2017
Xiaodong Gong and Jiti Gao
Australian National University (ANU) - School of Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 19 (644,097)

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Deconvolution kernel estimator; Regression discontinuity; Error-in-variables; Demand for private health insurance

91.

Extent Pursuit for Cross-Sectional Dependence in Large Panels

Number of pages: 47 Posted: 13 May 2019
Monash University - Department of Econometrics & Business Statistics, Nanyang Technological University (NTU), Research School of Actuarial Studies, Finance and Statistics and Monash University
Downloads 16 (665,529)

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Cross-sectional dependence; factor model; joint estimation; large panel data analysis; marginal estimation

92.

Inter-City Spillover and Intra-City Agglomeration Effects Among Local Labour Markets in China

IZA Discussion Paper No. 12329
Number of pages: 36 Posted: 21 May 2019
Xiaodong Gong, Jiti Gao and Xuan Liang
Australian National University (ANU) - School of Economics, Monash University - Department of Econometrics & Business Statistics and Australian National University (ANU), Research School of Finance, Actuarial Studies and Statistics
Downloads 15 (673,063)

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agglomeration economy, spill-over, spatial econometrics, fixed-effects

93.

Nonparametric Kernel Estimation of the Impact of Tax Policy on the Demand for Private Health Insurance in Australia

IZA Discussion Paper No. 9265
Number of pages: 31 Posted: 04 Sep 2015
Xiaodong Gong and Jiti Gao
Australian National University (ANU) - School of Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 15 (673,063)
Citation 1

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de-convolution kernel estimator, regression discontinuity, error-in-variables, demand for private health insurance

94.

Forecasting a Nonstationary Time Series Using a Mixture of Stationary and Nonstationary Predictors

Number of pages: 68 Posted: 19 Apr 2021
Monash University, Monash University - Department of Econometrics & Business Statistics, Monash University and Monash University - Department of Econometrics & Business Statistics
Downloads 14 (680,661)

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Gross domestic product; generated factors; high dimensional data; industrial production; macroeconomic forecasting; panel data

95.

On Endogeneity and Shape Invariance in Extended Partially Linear Single Index Models

Number of pages: 44 Posted: 12 May 2018
Jiti Gao, Nam Hyun Kim and Patrick Saart
Monash University - Department of Econometrics & Business Statistics, University of Konstanz and University of Canterbury
Downloads 9 (719,617)

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Extended Generalized Partially Linear Single-Index, Control Function Approach, Endogeneity, Semiparametric Regression Models

96.

Inter-City Spillover and Intra-City Agglomeration Effects Among Local Labour Markets in China

Number of pages: 34 Posted: 29 May 2019
Xiaodong Gong, Jiti Gao and Xuan Liang
University of Canberra, Monash University - Department of Econometrics & Business Statistics and Australian National University (ANU), Research School of Finance, Actuarial Studies and Statistics
Downloads 7 (735,350)
Citation 1

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agglomeration economy, spill-over, spatial econometrics, fixed-effects

97.

Local Linear M-Estimation in Non-Parametric Spatial Regression

Journal of Time Series Analysis, Vol. 30, Issue 3, pp. 286-314, May 2009
Number of pages: 29 Posted: 27 Apr 2009
Zhengyan Lin, Degui Li and Jiti Gao
Zhejiang University, University of Adelaide - School of Economics and Monash University - Department of Econometrics & Business Statistics
Downloads 3 (766,833)
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98.

Semi-Parametric Single-Index Predictive Regression Models with Cointegrated Regressors

Posted: 07 Nov 2020
Econometrics and Business Statistics, Monash University - Department of Econometrics & Business Statistics, University of Melbourne - Department of Economics and Monash University - Department of Econometrics & Business Statistics

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Predictive Regressions; Nonlinearities; Single-Index Models; Hermite Orthogonal Series; Co-Integrated Predictors; Stock Return Predictability

99.

Empirical Comparisons in Short-Term Interest Rate Models Using Nonparametric Methods

Journal of Financial Econometrics, Vol. 4, No. 2, pp. 310-345, 2006
Posted: 29 Feb 2008
Manuel Arapis and Jiti Gao
The University of Western Australia and Monash University - Department of Econometrics & Business Statistics

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diffusion process, drift function, kernel density estimation, stochastic volatility