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1

Adaptive Bayesian Nonstationary Modeling for Large Spatial Datasets Using Covariance Approximations

Konomi, Bledar A., Sang, Huiyan, Mallick, Bani K.

Journal:

Journal of Computational and Graphical Statistics

Year:

2014

Language:

english

File:

PDF, 976 KB

english, 2014

2

Bayesian object classification of gold nanoparticles

Konomi, Bledar A., Dhavala, Soma S., Huang, Jianhua Z., Kundu, Subrata, Huitink, David, Liang, Hong, Ding, Yu, Mallick, Bani K.

Journal:

The Annals of Applied Statistics

Year:

2013

Language:

english

File:

PDF, 3.50 MB

english, 2013

3

Bayesian analysis of multifidelity computer models with local features and non-nested experimental designs: Application to the WRF model

Konomi, Bledar A., Karagiannis, Georgios

Journal:

Year:

2020

File:

PDF, 1.28 MB

2020

4

A Bayesian mixed shrinkage prior procedure for spatial–stochastic basis selection and evaluation of gPC expansions: Applications to elliptic SPDEs

Karagiannis, Georgios, Konomi, Bledar A., Lin, Guang

Journal:

Journal of Computational Physics

Year:

2015

Language:

english

File:

PDF, 5.23 MB

english, 2015

5

Bayesian Treed Calibration: an application to carbon capture with AX sorbent

Konomi, Bledar A., Karagiannis, Georgios, Lai, Kevin, Lin, Guang

Journal:

Journal of the American Statistical Association

Year:

2016

Language:

english

File:

PDF, 3.19 MB

english, 2016

6

Multi-output separable Gaussian process: Towards an efficient, fully Bayesian paradigm for uncertainty quantification

Bilionis, Ilias, Zabaras, Nicholas, Konomi, Bledar A., Lin, Guang

Journal:

Journal of Computational Physics

Year:

2013

Language:

english

File:

PDF, 1.67 MB

english, 2013

7

Bayesian Treed Multivariate Gaussian Process With Adaptive Design: Application to a Carbon Capture Unit

Konomi, Bledar, Karagiannis, Georgios, Sarkar, Avik, Sun, Xin, Lin, Guang

Journal:

Year:

2014

Language:

english

File:

PDF, 695 KB

english, 2014

8

Full scale multi-output Gaussian process emulator with nonseparable auto-covariance functions

Zhang, Bohai, Konomi, Bledar A., Sang, Huiyan, Karagiannis, Georgios, Lin, Guang

Journal:

Journal of Computational Physics

Year:

2015

Language:

english

File:

PDF, 1.90 MB

english, 2015

9

On the Bayesian treed multivariate Gaussian process with linear model of coregionalization

Konomi, Bledar, Karagiannis, Georgios, Lin, Guang

Journal:

Journal of Statistical Planning and Inference

Year:

2015

Language:

english

File:

PDF, 1.29 MB

english, 2015

10

Parallel and interacting stochastic approximation annealing algorithms for global optimisation

Karagiannis, Georgios, Konomi, Bledar A., Lin, Guang, Liang, Faming

Journal:

Statistics and Computing

Year:

2017

Language:

english

File:

PDF, 2.32 MB

english, 2017

11

On the Bayesian calibration of expensive computer models with input dependent parameters

Karagiannis, Georgios, Konomi, Bledar A., Lin, Guang

Journal:

Spatial Statistics

Year:

2017

Language:

english

File:

PDF, 1.98 MB

english, 2017

12

An additive approximate Gaussian process model for large spatio‐temporal data

Ma, Pulong, Konomi, Bledar A., Kang, Emily L.

Journal:

Year:

2019

Language:

english

File:

PDF, 606 KB

english, 2019

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