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Bhaumik P, Shi W, Ghosal S. Two-step Bayesian methods for generalized regression driven by partial differential equations. BERNOULLI 2022. [DOI: 10.3150/21-bej1363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- Prithwish Bhaumik
- Department of Statistics, North Carolina State University, 2311 Stinson Drive, Raleigh, North Carolina 27695-8203, USA
| | - Wenli Shi
- Department of Statistics, North Carolina State University, 2311 Stinson Drive, Raleigh, North Carolina 27695-8203, USA
| | - Subhashis Ghosal
- Department of Statistics, North Carolina State University, 2311 Stinson Drive, Raleigh, North Carolina 27695-8203, USA
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Chakraborty M, Ghosal S. Rates and coverage for monotone densities using projection-posterior. BERNOULLI 2022. [DOI: 10.3150/21-bej1379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- Moumita Chakraborty
- Department of Statistics, North Carolina State University, 2311 Stinson Drive, Raleigh, North Carolina 27695-8203, USA
| | - Subhashis Ghosal
- Department of Statistics, North Carolina State University, 2311 Stinson Drive, Raleigh, North Carolina 27695-8203, USA
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Wang S, Ge S, Doig R, Wang L. Adaptive Semiparametric Bayesian Differential Equations Via Sequential Monte Carlo. J Comput Graph Stat 2021. [DOI: 10.1080/10618600.2021.1987252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Shijia Wang
- School of Statistics and Data Science, LPMC & KLMDASR, Nankai University, Tianjin, China
| | - Shufei Ge
- Institute of Mathematical Sciences, ShanghaiTech University, Shanghai, China
| | - Renny Doig
- Department of Statistics and Actuarial Science, Simon Fraser University, Burnaby, BC, Canada
| | - Liangliang Wang
- Department of Statistics and Actuarial Science, Simon Fraser University, Burnaby, BC, Canada
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4
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Bayesian Analysis of Mixed-effect Regression Models Driven by Ordinary Differential Equations. SANKHYA B 2021. [DOI: 10.1007/s13571-019-00199-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Chakraborty M, Ghosal S. Coverage of credible intervals in nonparametric monotone regression. Ann Stat 2021. [DOI: 10.1214/20-aos1989] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Chakraborty M, Ghosal S. Convergence rates for Bayesian estimation and testing in monotone regression. Electron J Stat 2021. [DOI: 10.1214/21-ejs1861] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- Moumita Chakraborty
- Department of Statistics, North Carolina State University, Raleigh, NC 27695, U.S.A
| | - Subhashis Ghosal
- Department of Statistics, North Carolina State University, Raleigh, NC 27695, U.S.A
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Ranciati S, Wit EC, Viroli C. Bayesian smooth‐and‐match inference for ordinary differential equations models linear in the parameters. STAT NEERL 2020. [DOI: 10.1111/stan.12192] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Saverio Ranciati
- Department of Statistical SciencesUniversity of Bologna Bologna Italy
| | - Ernst C. Wit
- Institute of Computational ScienceUniversità della Svizzera Italiana Lugano Switzerland
| | - Cinzia Viroli
- Department of Statistical SciencesUniversity of Bologna Bologna Italy
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