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Paper: Parameter Estimation Using the Python Package pymcmcstat #466

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eeef073
added initial rst and bib files
May 13, 2019
7e3bbfe
added doi numbers for code and articles
May 13, 2019
a497739
made changes - successfully compiled
May 13, 2019
7aaed40
added additional references
May 16, 2019
e8a0f44
added methodology section
May 16, 2019
ba13536
updated line formatting
May 16, 2019
9af8bd3
first complete rough draft
May 20, 2019
6af6777
added images
May 20, 2019
d2d033e
final edits for first draft submission
May 21, 2019
6af8feb
updated reference to pymcmcstat 1.7.1
May 21, 2019
60c13aa
updated intro
Jun 21, 2019
76cf6fc
reordered methodology
Jun 21, 2019
80742eb
updated abstract
Jun 21, 2019
9799517
fixed typo
Jun 21, 2019
ed8bd19
added section
Jun 21, 2019
6992b4e
updated joss ref
Jun 21, 2019
4cb07ad
added description of key pieces
Jun 21, 2019
411dbe0
updated key components list
Jun 22, 2019
5fa5edb
explain MCMC relation to Bayes
Jun 22, 2019
0642e49
added ref for Metropolis
Jun 22, 2019
97f89d6
updated initial example
Jun 22, 2019
c3cab5c
added basic visualization example
Jun 22, 2019
0dfe81f
add pairwise correlation
Jun 23, 2019
59951b7
add pc image
Jun 23, 2019
4bf6b80
added uq intervals
Jun 23, 2019
6e436d5
fixed captions
Jun 23, 2019
b959b0a
add Metropolis section
Jun 23, 2019
763cc61
removed monodomain section
Jun 23, 2019
29e2a35
minor update to conclusion
Jun 23, 2019
ff41d67
minor upd to several sections
Jun 23, 2019
9e8eda2
fixed bug and upd case studies
Jun 23, 2019
82844d7
upd visco section
Jun 24, 2019
5a6ac57
upd rsl section
Jun 24, 2019
5f89d07
updated conclusions
Jun 24, 2019
a50af1b
add ref for mcmcplot
Jun 24, 2019
669b804
added URLs via footnotes
Jun 26, 2019
4c6fdf1
moved caption to above table
Jun 26, 2019
0307283
fixed typo in visc. section
Jun 26, 2019
541d0a5
minor edits
Jun 26, 2019
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214 changes: 214 additions & 0 deletions papers/paul_miles/mybib.bib
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@article{box1976science,
title={Science and statistics},
author={Box, George EP},
journal={Journal of the American Statistical Association},
volume={71},
number={356},
pages={791--799},
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@article{brooks1998assessing,
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@article{cattafesta2011actuators,
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@article{davidson2013nonaffine,
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year={2013},
publisher={Elsevier},
doi={10.1016/j.jmps.2013.03.009},
}

@article{gelman1992inference,
title={Inference from iterative simulation using multiple sequences},
author={Gelman, Andrew and Rubin, Donald B and others},
journal={Statistical science},
volume={7},
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}

@article{haario2001adaptive,
title={An Adaptive Metropolis Algorithm},
author={Haario, Heikki and Saksman, Eero and Tamminen, Johanna and others},
journal={Bernoulli},
volume={7},
number={2},
pages={223--242},
year={2001},
publisher={Bernoulli Society for Mathematical Statistics and Probability},
}

@article{haario2006dram,
title={\mbox{DRAM}: Efficient Adaptive MCMC},
author={Haario, Heikki and Laine, Marko and Mira, Antonietta and Saksman, Eero},
journal={Statistics and computing},
volume={16},
number={4},
pages={339--354},
year={2006},
publisher={Springer},
doi={10.1007/s11222-006-9438-0},
}

@article{hite2019bayesian,
title={Bayesian Metropolis methods for source localization in an urban environment},
author={Hite, Jason and Mattingly, John},
journal={Radiation Physics and Chemistry},
volume={155},
pages={271--274},
year={2019},
publisher={Elsevier},
doi={10.1016/j.radphyschem.2018.06.024},
}

@article{hite2019localization,
title={Localization of a radioactive source in an urban environment using Bayesian Metropolis methods},
author={Hite, Jason and Mattingly, John and Archer, Dan and Willis, Michael and Rowe, Andrew and Bray, Kayleigh and Carter, Jake and Ghawaly, James},
journal={Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment},
volume={915},
pages={82--93},
year={2019},
publisher={Elsevier},
doi={10.1016/j.nima.2018.09.032},
}

@article{leon2018analysis,
title={Analysis of a multi-axial quantum-informed ferroelectric continuum model: Part 2—sensitivity analysis},
author={Leon, Lider S. and Smith, Ralph C. and Oates, William S. and Miles, Paul R.},
journal={Journal of Intelligent Material Systems and Structures},
volume={29},
number={13},
pages={2840--2860},
year={2018},
publisher={SAGE Publications Sage UK: London, England},
doi={10.1177/1045389X18781024},
}

@book{lines2001principles,
title={Principles and applications of ferroelectrics and related materials},
author={Lines, Malcolm E and Glass, Alastair M},
year={2001},
publisher={Oxford university press}
}

@article{mashayekhi2018fractional,
title={Fractional viscoelasticity in fractal and non-fractal media: Theory, experimental validation, and uncertainty analysis},
author={Mashayekhi, Somayeh and Miles, Paul R. and Hussaini, M. Yousuff and Oates, William S.},
journal={Journal of the Mechanics and Physics of Solids},
volume={111},
pages={134--156},
year={2018},
publisher={Elsevier},
doi={10.1016/j.jmps.2017.10.013}
}

@misc{mcmcplot2019v0.0.1,
author = {Paul Miles},
title = {mcmcplot},
month = apr,
year = 2019,
doi = {10.5281/zenodo.2638340},
}

@article{metropolis1953equation,
title={Equation of state calculations by fast computing machines},
author={Metropolis, Nicholas and Rosenbluth, Arianna W and Rosenbluth, Marshall N and Teller, Augusta H and Teller, Edward},
journal={The journal of chemical physics},
volume={21},
number={6},
pages={1087--1092},
year={1953},
publisher={AIP}
}

@article{miles2015bayesian,
title={Bayesian uncertainty analysis of finite deformation viscoelasticity},
author={Miles, Paul R. and Hays, Michael and Smith, Ralph C. and Oates, William S.},
journal={Mechanics of Materials},
volume={91},
pages={35--49},
year={2015},
publisher={Elsevier},
doi={10.1016/j.mechmat.2015.07.002},
}

@article{miles2018analysis,
title={Analysis of a multi-axial quantum informed ferroelectric continuum model: Part 1—uncertainty quantification},
author={Miles, Paul R. and Leon, Lider S. and Smith, Ralph C. and Oates, William S.},
journal={Journal of Intelligent Material Systems and Structures},
volume={29},
number={13},
pages={2823--2839},
year={2018},
publisher={SAGE Publications Sage UK: London, England},
doi={10.1177/1045389X18781023},
}

@article{miles2019pymcmcstat,
title={A Python Package for Bayesian Inference Using Delayed Rejection Adaptive Metropolis},
author={Miles, Paul R.},
journal={Journal of Open Source Software},
volume={4},
number={38},
pages={1417},
year={2019},
doi={10.21105/joss.01417},
}

@misc{pymcmcstat2019v1.7.1,
author = {Paul Miles},
title = {prmiles/pymcmcstat: v1.7.1},
month = may,
year = 2019,
doi = {10.5281/zenodo.2660145},
}

@book{rubinstein2003polymer,
title={Polymer physics},
author={Rubinstein, Michael and Colby, Ralph H. and others},
volume={23},
year={2003},
publisher={Oxford university press New York}
}

@book{smith2005smart,
title={Smart material systems: model development},
author={Smith, Ralph C.},
year={2005},
publisher={SIAM}
}

@book{smith2014uncertainty,
title={Uncertainty Quantification: Theory, Implementation, and Applications},
author={Smith, Ralph C.},
volume={12},
year={2014},
publisher={SIAM}
}
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