A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit the original URL.
The file type is application/pdf.
Filters
ArviZ a unified library for exploratory analysis of Bayesian models in Python
2019
Journal of Open Source Software
Preserved Fulltext
In the words of Persi Diaconis (Diaconis, 2011) "Exploratory data analysis seeks to reveal structure, or simple descriptions in data. We look at numbers or graphs and try to find patterns. ...
of both model assumptions and model predictions • Comparison of models, including model selection or model averaging • Preparation of the results for a particular audience Successfully performing such ...
We also would like to extend thanks to all the ArviZ contributors, and the contributors of the libraries used to build ArviZ -particularly xarray, matplotlib, pandas, and numpy. ...
doi:10.21105/joss.01143
fatcat:rolp4jvj5rg35cixwfc3wrc3pq
Increasing Interpretability of Bayesian Probabilistic Programming Models Through Interactive Representations
2020
Frontiers in Computer Science
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit the original URL.
The file type is application/pdf.
However, the results of Bayesian inference are challenging for users to interpret in tasks like decision-making under uncertainty or model refinement. ...
We present a concrete implementation that translates probabilistic programs to interactive graphical representations and show illustrative examples for a variety of Bayesian probabilistic models. ...
Kumar et al. (2019) created ArviZ, a unified Python tool for exploratory analysis, processing and visualization of the inference results of probabilistic programming models. ...
doi:10.3389/fcomp.2020.567344
fatcat:aakzmrx3fncc3mbmhowcfbeemy
Enhancing analysis of NASA data with the open source Python Xarray library
2021
figshare.com
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
Analysis toolkits in diverse domains (e.g. Arviz for Bayesian inference, MetPy for meteorology) build on top of Xarray, benefiting from vast array and storage capabilities without duplicating effort. ...
In practice, discoveries happen through exploratory data analysis and iterative hypothesis testing. ...
doi:10.6084/m9.figshare.16689265.v1
fatcat:f4d3jygdwvgbtgyd5q5czluz54
tascCODA: Bayesian Tree-Aggregated Analysis of Compositional Amplicon and Single-Cell Data
2021
Frontiers in Genetics
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is text/html.
We posit that tascCODA1 constitutes a valuable addition to the growing statistical toolbox for generative modeling and analysis of compositional changes in microbial or cell population data. ...
To this end, we introduce a Bayesian model for tree-aggregated amplicon and single-cell compositional data analysis (tascCODA) that seamlessly integrates hierarchical information and experimental covariate ...
., Hartikainen, A., and Martin, O. (2019). ArviZ a Unified Library for Exploratory Analysis of Bayesian Models in python. Joss 4, 1143. CrossRef Full Text | Google Scholar Labus, J. ...
doi:10.3389/fgene.2021.766405
pmid:34950190
pmcid:PMC8689185
fatcat:62eypasbkjfrpl3jubvsnazfzq
Efectos protectores de los alimentos andinos contra el daño producido por el alcohol a nivel del epitelio intestinal, una aproximación estadística
2020
Ciencia, Docencia y Tecnología
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit the original URL.
The file type is application/pdf.
La barrera epitelial intestinal es altamente regulada y permite el pasaje selectivo de nutrientes, mientras que es impermeable a sustancias nocivas. ...
The American Journal of Gastroenterology, 94(1), 200-207. kumar, R.; Carroll, C.; Hartikainen, A., y Martin, O. (2019). ArviZ a unified library for exploratory analysis of Bayesian models in Python. ...
Pandas: A Foundational Python Library for Data Analysis and Statistics. medina, A. L.; Arévalo, N. M.; Beltrán, S. D.; Chavarro, Y. L.; Herazo, E., y Campo-Arias, A. (2015). ...
doi:10.33255//3161/747
fatcat:golv2hbt4bfsji52g2ccmwgite
Evaluating the Implicit Midpoint Integrator for Riemannian Manifold Hamiltonian Monte Carlo
[article]
2021
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
Other Versions
We discuss advantages and disadvantages of the implicit midpoint integrator for Hamiltonian Monte Carlo, its theoretical properties, and an empirical assessment of the critical attributes of such an integrator ...
and better reversibility, arguably yielding a more accurate sampling procedure. ...
Acknowledgments The authors would like to thank Marcus A. Brubaker for helpful discussions. ...
arXiv:2102.07139v2
fatcat:5udo6rcauvgmbjpm7u6gnbyjfa