Old Publications Before 2010
- Song, M. Li and Y. Yuan. (2009)
Joint Regression Analysis of Correlated Data Using Gaussian Copulas.
Biometrics 65, 60-68.
- Gao, X, Pu, D.Q. and Song. (2009)
Transition Dependency: A Gene-Gene Interaction Measure for Times Series Microarray Data.
EURASIP Journal on Bioinformatics and Systems Biology, Vol 2009, Article ID 535869.
[ Paper ].
Software: GDEP
- Zhang, P., Qiu, Z., Fu, Y. and Song. ((2009)
Robust transformation mixed-effects models for longitudinal continuous proportional data.
Canadian Journal of Statistics 37, 266-281.
- Biswas, A. and Song. (2009)
Discrete-Valued ARMA Processes.
Statistics and Probability Letters 79, 1884-1889[ paper ].
- Song, Z. Jiang, E. Park and A. Qu. (2009)
Quadratic inference functions in marginal models for longitudinal data.
Statistics in Medicine 28, 3683-3696.
- Song.
Dispersion Models in Regression Analysis. (2009)
Pakistan Journal of Statistics (Invited to the special issue of Silver Jubilee Celebration) 25, 529-551.
- P. Zhang, Song, A. Qu and T. Greene. (2008)
Efficient estimation for patient-specific rates of disease
progression using non-normal linear mixed models. Biometrics 64, 29-38.
- C. Czado and Song. (2008)
State Space Mixed Models for Longitudinal Observations with Binary and Binomial
Responses. Statistical Papers 49, 691-714.
- Z. Qiu, Song and M. Tan. (2008)
Simplex Mixed-Effects Models for Longitudinal Proportional Data.
Scandinavian Journal of Statistics 35, 577-596.
- Song, P. Zhang and A. Qu. (2007)
Maximum likelihood inference in robust linear mixed-effects models using
multivariate t distributions. Statistica Sinica 17, 929-943.
- B. Jorgensen and Song. (2007)
Stationary state space models for longitudinal data.
Canadian Journal of Statistics 35, 461-483.
- H. Lin, Song and Q. M. Zhou. (2007)
Varying-Coefficient Marginal Models and Applications in
Longitudinal Data Analysis. Sankhya 69, 581-614.
- Peng Zhang, X. Wang and Song. (2006)
Clustering categorical data based on distance vectors. JASA 101, 355-367.
- X. Lu, G. Chen, R. Singh and Song. (2006)
A class of partially linear single-index survival models.
Canadian Journal of Statistics 34, 97-112.
- Song, Gao, Liu and Le. (2006)
Nonparametric Inference for Local Extrema With Application to Oligonucleotide
Microarray Data in Yeast Genome. Biometrics 62, 545-554.
Supplementary documents of yeast genome data
analysis.
- M. Li, M. Boehnke, G. R. Abecasis and Song. (2006)
Quantitative Trait Linkage Analysis using Gaussian Copulas.
Genetics 173:2317-2327.
- B. Jorgensen and Song. (2006)
Diagnosis of stationarity in state space models for longitudinal data.
Far East Journal of Theoretical Statistics (Special Volume in Biostatistics
and related topics), 19, 43-59.
- Song and Feng Dingan. (2005)
On parameter estimation for exponential dispersion ARMA models.
JOURNAL OF TIME SERIES ANALYSIS 26, 843-862.
[.pdf]file.
- Song, Fan and Kalbfleisch. (2005)
Maximization by parts in likelihood inference. JASA (with discussion)
100, 1145-1158.
- Song, Fan and Kalbfleisch. (2005)
Rejoinder: Maximization by parts in likelihood inference. JASA 100,
1164-1167.
- Gao and Song. (2005)
Nonparametric tests for differential gene expression and interaction effects
in multi-factorial microarray experiments.
BMC Bioinformatics 2005, 6:186
- Qu and Song. (2004)
Assessing robustness of generalized estimating equations and quadratic
inference function. BIOMETRIKA 91, 447-459.
[.pdf]file.
- Dingan Feng, Jiang and Song. (2004)
Stochastic Conditional Duration Models with "Leverage Effect" for Financial
Transaction Data. JOURNAL OF FINANCIAL ECONOMETRICS 2, 390-421.
[.pdf]file.
- Clarke and Song. (2004)
Approximating dependence structures of repeated stochastic processes.
SANKHYA 66, 536-547. [.pdf]file.
- Song, Zhenguo Qiu and Tan. (2004)
Modelling heterogeneous dispersion in marginal simplex models for
longitudinal continuous proportional data.
BIOMETRICAL JOURNAL 46, 540-553. [.pdf] file.
- Qiu, Song and Tan (2002)
Bayesian hierarchical analysis of multi-level repeated ordinal data using
WinBUGS.
JOURNAL OF BIOPHARMACEUTICAL STATISTICS 12, 121-135.
- Qu and Song (2002)
Testing ignorable missingness in estimating equation approaches for
longitudinal data. BIOMETRIKA 89, 841-850.
- Sun and Song (2001)
Statistical analysis of repeated measurements with informative cersoring
times. STATISTICS IN MEDICINE 20, 63-73.
- Song (2000) Multivariate dispersion models generated from
Gaussian copula. SCANDINAVIAN JOURNAL OF STATISTICS 27, 305-320.
- Song and Tan (2000)
Marginal models for longitudinal continuous proportional data.
BIOMETRICS 56, 496-502.
- Song (2000)
Monte Carlo Kalman filter and smoothing for multivariate discrete state space
models. CANADIAN JOURNAL OF STATISTICS 28, 641-252.
- Song and Jiang (2000)
Assessing conditional independence for log-linear Poisson models with
random effects. COMMUNICATIONS IN STATISTICS - THEORY METH,
Special Issue of Applied Statistics, 29 (5&6), 1233-1245.
- B. Jorgensen, S. Lundbye-Christensen, Song and L. Sun (1999)
A state space model for multivariate longitudinal count data.
BIOMETRIKA 86, 169-181.
- B. Jorgensen and Song (1998) Stationary Time Series Models
With Exponential Dispersion Model Margins.
JOURNAL OF APPLIED PROBABILITY 35, 78-92.
- B. Jorgensen and Song (1998) Stationary state space models
for longitudinal data.
Research report #9, Department of Statistics and Demography,
Odense University, Denmark.
- B. Jorgensen and Song (1998) To be or not to be stationary.
Research report #10, Department of Statistics and Demography,
Odense University, Denmark.
- Song (1997) Generating Dependent Random Numbers With Given
Correlations and Margins from Exponential Dispersion Models.
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION 56, 317-335.
- B. Jorgensen, S. Lundbye-Christensen, Song and L. Sun (1996)
A longitudinal study of emergency room visits and air pollution for
Prince George, British Columbia. STATISTICS IN MEDICINE 15, 823-836.
- B. Jorgensen, S. Lundbye-Christensen, Song and L. Sun (1996)
State Space Models for Multivariate Longitudinal Data of Mixed
Types. CANADIAN JOURNAL OF STATISTICS 24, 385-402
- Song (1993) A proof of the recursion relation in the theory of
orthogonal regression. (Chinese) Math. Practice Theory 2, 70-77.
(In MathSciNet)
- Song (1993) The asymptotically optimal rate of an empirical
Bayesian distribution function. (Chinese) Journal of Systems Sciences and
Mathematical Sciences, 13, 242-244.
(In both CIS and MathSciNet)
- Song (1992) The Linear Empirical Bayes Approach To Multiple
Linear Regression Models. (Chinese) Acta Math. Appl. Sinica 5, 443-450.
(In both CIS and MathSciNet)
- Song (1991) Strong consistency for nonparametric cumulative
survival hazard estimation from randomly censored data. (Chinese)
Journal of Southwest Jiaotong University, 38-43
- Song (1989) A sufficient and necessary condition for asymptotically
optimal empirical Bayesian estimation. (Chinese)
Journal of Southwest Jiaotong University, 88-91.
- Song (1988) On multidimensional linear empirical Bayes
estimation. (Chinese)
Journal of Mathematical Statistics and Applied Probability, 3(4), 459-466.
PhD Dissertation
Song (1996) Some statistical models for the multivariate analysis
of longitudinal data. Department of Statistics,
University of British Columbia, Vancouver, supervised by B. Jorgensen.
A book
Correlated Data Analysis: Modeling, Analytics and Applications. [Table of Contents]
Presentations
- Song, L. Li and D. Smith (1994)
The Significance of Liver Functions of Women with Breast Cancer.
Presented in the 1994's Conference of Statistical Society of Canada, Banff,
Alberta.
- Song (1995)
Stationary time series models with non-normal margins.
Department of Statistics, University of British Columbia.
- Song (1996)
ARMA models with exponential dispersion model margins
Department of Mathematics and Statistics, York University.
- Song (1997)
Some thoughts on GEE: extension, justification, and alternatives
Department of Statistics and Acturial Sciences, University of Waterloo.
- Song (1997)
A class of multivariate dispersion models and its application to
regression analysis,
International Symposium on Multivariate Analysis 97, Hong Kong.
- Song (1997)
Stationary state space models for longitudinal data.
1997's SSC, Fredericton, NB.
- Song (1997)
Marginal models for longitudinal compositional data.
Department of Mathematics and Statistics, McMaster University.
- Song (1998)
Tweedie log-linear models for longitudinal data with random effects and
internal correlation.
The 4th ICSA conference, Yunan University, China
- Song (1998)
Longitudinal data analysis: theory and methods -- A brief review.
Department of Applied Mathematics, TongJi University, China
- Song (1998)
State space models for multivariate longitudinal data.
Department of Mathematics, Sichuan University, China
- Song (1998)
State space models for longitudinal data.
Department of Statistics, University of Missouri, Columbia.
- Song (1999)
Monte Carlo Kalman filter and smoothing for multivariate discrete
state space models.
Department of Mathematics and Statistics, York University.
- Song (1999)
Monte Carlo Kalman filter and smoothing for multivariate discrete
state space models.
99 SSC, University of Regina.
- Song (1999)
Tweedie log-linear models for longitudinal data with random effects and
internal correlation.
99 ICSA Applied Statistics Symposium, Georgetown University, USA
- Song (1999)
Multivariate dispersion models and longitudinal data analysis.
Zentrum Mathematik, Techische Universitat, Munchen, Germany.
- Song (1999)
Monte Carlo Kalman filter and smoothing for multivariate discrete
state space models.
Department of Statistics and Demography, University of Southern
Denmark, Odense, Denmark.
- Song (1999)
Marginal dispersion models for longitudinal data.
Department of Statistics, Northwestern University, USA.
- Song (2000)
Marginal dispersion models for longitudinal data.
2000 SSC Conference, Unversity of Ottawa.
- Song (2000)
Analyzing longitudinal data using dispersion models.
21st Century Statistics, University of Maine, Orono, USA.
- Song (2000)
Statistical analysis of repeated measurements with informative censoring
times.
Department of Statistics, UBC.
- Song (2000)
MCMC algorithm for discrete dynamic regression models.
Department of Mathematics and Statistics, University of Guelph.
- Song (2001)
Statistical analysis of repeated measurements with informative
censoring times.
Department of Statistics and Acturial Science, University of Waterloo.
- Song (2001)
Statistical Analysis of repeated measurements with informative
censoring times.
Department of Statistics, Oregon State University.
- Song (2001)
Testing for nonignorable missingness in longitudinal studies.
2001 Applied Statistics Conference, Concordia University, Quebec.
- Song (2001)
Dispersion models for longitudinal data analysis.
2001 Joint Statistical Meeting, Atlanta.
- Song (2001)
Dispersion models for longitudinal data.
2001 ICSA Conference, Hong Kong.
- Song (2001)
Generalized linear models and related topics (A five-day short course).
Faculty of Mathematics, Sichuan University, Chengdu, China.
- Song (2001)
Some mathematical problems in bioinformatics.
Department of Applied Mathematics, Southwest Jiaotong University,
Chengdu, China.
- Song (2001)
Testing for igorable missingness in estimating equation approaches
for longitudinal data.
Department of Mathematics and Statistics, York University.
- Song (2002)
Statistical analysis of repeated measurements with informative drops.
Department of Mathematics, University of North Carolina-Charlotte.
- Song (2002)
Some issues in quality of life studies in clincial trials.
School of Health Professions, University of North Carolina-Charlotte.
- Song (2002)
Varying coefficient generalized linear models.
The 3rd Statistics Workshop, University of Manitoba, Winnipeg, Canada
- Song (2002)
Varying coefficient generalized linear models for longitudinal data.
Department of Biostatistics, University of Michigan, Ann Arbor
- Song (2003)
Varing coefficient marginal models and applications in longitudinal
data analysis.
Department of Biostatistics and Epidemiology, Cleveland Clinical Foundation.
- Song (2003)
Efficient Local Quasi-Likelihood Inference In
Varying-Coefficient Linear Regression Models
The 2003 JSM, San Francisco.
- Song (2003)
Maximization by parts in likelihood inference.
Department of Mathematics and Statistics, York University.
- Song (2003)
Maximization by parts in likelihood inference.
Department of Statistics, University of Toronto.
- Song (2003)
Maximization by parts in likelihood inference.
Department of Statistics and Actuarial Science, University of Waterloo.
- Song (2003)
Statistical methods for informative drops in clinical longitudinal data.
National Cancer Institute of Canada Annual Meeting.
- Song (2004)
Vector generalized linear models.
Department of Biostatistics, Harvard University.