A semiparametric latent factor model for large scale temporal data with heteroscedasticity
- Authors:
- Publication Date:
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1811556
- Grant/Contract Number:
- SC0018344
- Resource Type:
- Publisher's Accepted Manuscript
- Journal Name:
- Journal of Multivariate Analysis (Print)
- Additional Journal Information:
- Journal Name: Journal of Multivariate Analysis (Print) Journal Volume: 186 Journal Issue: C; Journal ID: ISSN 0047-259X
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
Citation Formats
Zhang, Lyuou, Zhou, Wen, and Wang, Haonan. A semiparametric latent factor model for large scale temporal data with heteroscedasticity. United States: N. p., 2021.
Web. doi:10.1016/j.jmva.2021.104786.
Zhang, Lyuou, Zhou, Wen, & Wang, Haonan. A semiparametric latent factor model for large scale temporal data with heteroscedasticity. United States. https://doi.org/10.1016/j.jmva.2021.104786
Zhang, Lyuou, Zhou, Wen, and Wang, Haonan. Mon .
"A semiparametric latent factor model for large scale temporal data with heteroscedasticity". United States. https://doi.org/10.1016/j.jmva.2021.104786.
@article{osti_1811556,
title = {A semiparametric latent factor model for large scale temporal data with heteroscedasticity},
author = {Zhang, Lyuou and Zhou, Wen and Wang, Haonan},
abstractNote = {},
doi = {10.1016/j.jmva.2021.104786},
journal = {Journal of Multivariate Analysis (Print)},
number = C,
volume = 186,
place = {United States},
year = {2021},
month = {11}
}
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Works referenced in this record:
Projected principal component analysis in factor models
journal, February 2016
- Fan, Jianqing; Liao, Yuan; Wang, Weichen
- The Annals of Statistics, Vol. 44, Issue 1
High-dimensional covariance matrix estimation in approximate factor models
journal, December 2011
- Fan, Jianqing; Liao, Yuan; Mincheva, Martina
- The Annals of Statistics, Vol. 39, Issue 6
Modelling non-stationary multivariate time series of counts via common factors
journal, March 2018
- Wang, Fangfang; Wang, Haonan
- Journal of the Royal Statistical Society: Series B (Statistical Methodology), Vol. 80, Issue 4
On the Convergence Rate in the Central Limit Theorem for Weakly Dependent Random Variables
journal, January 1981
- Tikhomirov, A. N.
- Theory of Probability & Its Applications, Vol. 25, Issue 4
Large scale maximum average power multiple inference on time‐course count data with application to RNA‐seq analysis
journal, November 2019
- Cao, Meng; Zhou, Wen; Breidt, F. Jay
- Biometrics, Vol. 76, Issue 1
A flexible spatio-temporal model for air pollution with spatial and spatio-temporal covariates
journal, August 2013
- Lindström, Johan; Szpiro, Adam A.; Sampson, Paul D.
- Environmental and Ecological Statistics, Vol. 21, Issue 3
Theory and methods of panel data models with interactive effects
journal, February 2014
- Bai, Jushan; Li, Kunpeng
- The Annals of Statistics, Vol. 42, Issue 1
Large covariance estimation by thresholding principal orthogonal complements
journal, August 2013
- Fan, Jianqing; Liao, Yuan; Mincheva, Martina
- Journal of the Royal Statistical Society: Series B (Statistical Methodology), Vol. 75, Issue 4
Arbitrage, Factor Structure, and Mean-Variance Analysis on Large Asset Markets
journal, September 1983
- Chamberlain, Gary; Rothschild, Michael
- Econometrica, Vol. 51, Issue 5
Estimation of a partially linear additive model for data from an outcome-dependent sampling design with a continuous outcome
journal, March 2016
- Tan, Ziwen; Qin, Guoyou; Zhou, Haibo
- Biostatistics, Vol. 17, Issue 4
Adaptively varying-coefficient spatiotemporal models
journal, September 2009
- Lu, Zudi; Steinskog, Dag Johan; Tjøstheim, Dag
- Journal of the Royal Statistical Society: Series B (Statistical Methodology), Vol. 71, Issue 4
A Bernstein type inequality and moderate deviations for weakly dependent sequences
journal, June 2010
- Merlevède, Florence; Peligrad, Magda; Rio, Emmanuel
- Probability Theory and Related Fields, Vol. 151, Issue 3-4
Modeling systemic risk with Markov Switching Graphical SUR models
journal, May 2019
- Bianchi, Daniele; Billio, Monica; Casarin, Roberto
- Journal of Econometrics, Vol. 210, Issue 1
Semiparametric estimation of a characteristic-based factor model of common stock returns
journal, December 2007
- Connor, Gregory; Linton, Oliver
- Journal of Empirical Finance, Vol. 14, Issue 5
Profile likelihood inferences on semiparametric varying-coefficient partially linear models
journal, December 2005
- Fan, Jianqing; Huang, Tao
- Bernoulli, Vol. 11, Issue 6
Capturing Heterogeneity in Gene Expression Studies by Surrogate Variable Analysis
journal, January 2007
- Leek, Jeffrey T.; Storey, John D.
- PLoS Genetics, Vol. 3, Issue 9
Evolutionary Factor Analysis of Replicated Time Series
journal, February 2012
- Motta, Giovanni; Ombao, Hernando
- Biometrics, Vol. 68, Issue 3
Asymptotics of empirical eigenstructure for high dimensional spiked covariance
journal, June 2017
- Wang, Weichen; Fan, Jianqing
- The Annals of Statistics, Vol. 45, Issue 3
Confounder adjustment in multiple hypothesis testing
journal, October 2017
- Wang, Jingshu; Zhao, Qingyuan; Hastie, Trevor
- The Annals of Statistics, Vol. 45, Issue 5
Root-N-Consistent Semiparametric Regression
journal, July 1988
- Robinson, P. M.
- Econometrica, Vol. 56, Issue 4
Dynamic factors in the presence of blocks
journal, July 2011
- Hallin, Marc; Liška, Roman
- Journal of Econometrics, Vol. 163, Issue 1
Forecasting Using Principal Components From a Large Number of Predictors
journal, December 2002
- Stock, James H.; Watson, Mark W.
- Journal of the American Statistical Association, Vol. 97, Issue 460
High dimensional covariance matrix estimation using a factor model
journal, November 2008
- Fan, Jianqing; Fan, Yingying; Lv, Jinchi
- Journal of Econometrics, Vol. 147, Issue 1
High-Dimensional Heteroscedastic Regression with an Application to eQTL Data Analysis
journal, August 2011
- Daye, Z. John; Chen, Jinbo; Li, Hongzhe
- Biometrics, Vol. 68, Issue 1
Iterated Feasible Generalized Least-Squares Estimation of Augmented Dynamic Panel Data Models
journal, July 2010
- Phillips, Robert F.
- Journal of Business & Economic Statistics, Vol. 28, Issue 3
Factor modeling for high-dimensional time series: Inference for the number of factors
journal, April 2012
- Lam, Clifford; Yao, Qiwei
- The Annals of Statistics, Vol. 40, Issue 2
Principal components estimation and identification of static factors
journal, September 2013
- Bai, Jushan; Ng, Serena
- Journal of Econometrics, Vol. 176, Issue 1
Simultaneous multiple change-point and factor analysis for high-dimensional time series
journal, September 2018
- Barigozzi, Matteo; Cho, Haeran; Fryzlewicz, Piotr
- Journal of Econometrics, Vol. 206, Issue 1
Assessing the Adequacy of Variance Function in Heteroscedastic Regression Models
journal, May 2007
- Wang, Lan; Zhou, Xiao-Hua
- Biometrics, Vol. 63, Issue 4
Concentration of measure inequalities for Markov chains and $\Phi$-mixing processes
journal, January 2000
- Samson, Paul-Marie
- The Annals of Probability, Vol. 28, Issue 1
Inferential Theory for Factor Models of Large Dimensions
journal, January 2003
- Bai, Jushan
- Econometrica, Vol. 71, Issue 1
Significance analysis of time course microarray experiments
journal, September 2005
- Storey, J. D.; Xiao, W.; Leek, J. T.
- Proceedings of the National Academy of Sciences, Vol. 102, Issue 36
Empirical likelihood based inference for additive partial linear measurement error models
journal, January 2009
- Hauser, Russ; Liang, Hua; Meeker, John D.
- Statistics and Its Interface, Vol. 2, Issue 1
REML estimation: asymptotic behavior and related topics
journal, February 1996
- Jiang, Jiming
- The Annals of Statistics, Vol. 24, Issue 1