Publications
Accepted Manuscripts:
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A.C. Murph, J.D. Strait, K.R. Moran, J.D. Hyman, H.S. Viswanatha, and P.H. Stauffer (2024). Sensitivity Analysis in the Presence of Intrinsic Stochasticity for Discrete Fracture Network Simulations, Journal of Geophysical Research: Machine Learning and Computation, 1, e2023JH000113.
Links: Manuscript. Zenodo Repository.
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A.C. Murph, J.D. Strait, K.R. Moran, J.D. Hyman, & P.H. Stauffer (2024). Visualisation and Outlier Detection for Probability Density Function Ensembles, Stat, 13(2), e662.
Links: Manuscript. CRAN Package.
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Y. Liu, J. Hannig, and A.C. Murph (2023). A Geometric Perspective on Bayesian and Generalized Fiducial Inference. Accepted to Statistical Sciences.
Links: Manuscript.
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J.D. Hyman, A.C. Murph, L. Boampong, A. Navarre-Sitchler, G. Srinivasan, J.W. Carey, and H.S. Viswanathan (2024). Determining the dominant factors for carbon mineralization in three-dimensional fracture networks, International Journal of Greenhouse Gas Control, 139, p. 104265, ISSN: 1750-5836. Links: Manuscript.
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A.C. Murph, J. Hannig, and J.P. Williams (2021). Introduction to Generalized Fiducial Inference. In J. Berger, X. Meng, N. Reid, & M. Xie (Eds.) Handbook of Bayesian, Fiducial, and Frequentist Inference (Ch. 13). Chapman & Hall.
Links: Manuscript. Code Repository.
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A.C. Murph, A. Flynt, B.R. King (2021). Comparing finite sequences of discrete events with non-uniform time intervals, Sequential Analysis, 40(3), 291-313.
Links: Code Repository. CRAN Package. Poster.
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E. Faden, A. Mitchel, A.C. Murph, T. Myers, and N.C. Ryan (2021). Mr. Hulot’s Invisible Gorilla, Projections, 15(2), 1-29.
Links: Code Repository.
Manuscripts in review/preparation:
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A.C. Murph, G.C. Gibson, E.B. Amona, L.J. Beesley, L.A. Castro, S. Del Valle, and D. Osthus (202x). Synthetic Method of Analogues for Emerging Infectious Disease Forecasting. In review.
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A.C. Murph, J. Hannig, and J.P. Williams (202x). Generalized Fiducial Inference on Differentiable Manifolds. In review.
Links: Manuscript. Code Repository. Poster.
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A.C. Murph, C.B. Storlie, P.M. Wilson, J.P. Williams, and J. Hannig (202x). Bayes Watch: Bayesian Change-point Detection for Process Monitoring with Fault Detection. In review.
Links: Manuscript. CRAN Package. Poster at ICHI IEEE 10.
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A.C. Murph, G.C. Gibson, L.J. Beesley, N. Panda, L.A. Castro, S. Del Valle, and D. Osthus (202x) Mapping Incidence and Prevalence Peak Data for SIR Forecasting Applications. In review. Links: Manuscript.
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E.C. Lawrence, A.C. Murph, S. Vander Wiel, and J. Zhang (202x) A New Method for Multinomial Inference using Dempster-Shafer Theory. In Review
Links: Manuscript.
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J.D. Strait, K.R. Moran, A.C. Murph, J.D. Hyman, and P. Stauffer, P. (202x) Covariate-Informed Multi-Fidelity Bias Correction of Distributions, In Review.
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A.C. Murph, L.J. Beesley, G.C. Gibson, L.A. Castro, S. Del Valle, and D. Osthus (202x). EpiFFORMA: Disease-Agnostic Ensemble Weighting for Forecasting Emerging Epidemic Time Series without Historical Data. Late Draft.
Dissertation:
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Successfully defended on April 21st, 2023 at UNC Chapel Hill. Advised by Jan Hannig, Jon P. Williams, and Curt Storlie. See: Manuscript and Presentation
Conference Presentations
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EpiFFORMA: Ensemble Weighting for Forecasting Emerging Epidemic Time Series without Historical Data. Given at Joint Mathematics Meetings (2025) in Seattle, WA. Presentation Slides.
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Uncertainty Quantification in the Presence of Intrinsic Stochasticity for Multifidelity Discrete Fracture Network Simulations. Given at SIAM Conference on Uncertainty Quantification (2024) in Trieste, Italy. Presentation Slides.
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Bayesian Change Point Detection for Mixed Data ith Missing Values. Given at IEEE International Conference on Healthcare Informatics 10 (2022) in Rochester, MN. Poster.
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Generalized Fiducial Inference on Riemannian Manifolds. Given at Bayesian, Fiducial, & Frequentist 7 (2022) in Toronto, Canada. Poster.
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Comparing Finite Sequences of Discrete Events with Non-uniform Time Intervals. Given at The Classification Society Annual Meeting (2021) in Lewisburg, PA. Poster.