Franziska Zimmermann, F. Härtel, Anupam Das, Thomas Noll, Peter Dieterich
{"title":"Bayesian Model Selection and Parameter Estimation for Complex Impedance Spectroscopy Data of Endothelial Cell Monolayers","authors":"Franziska Zimmermann, F. Härtel, Anupam Das, Thomas Noll, Peter Dieterich","doi":"10.3390/psf2023009008","DOIUrl":"https://doi.org/10.3390/psf2023009008","url":null,"abstract":"","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"189 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139215819","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Improving Inferences about Exoplanet Habitability","authors":"Risinie D. Perera, Kevin H. Knuth","doi":"10.3390/psf2023009007","DOIUrl":"https://doi.org/10.3390/psf2023009007","url":null,"abstract":"","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"109 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139230624","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Uncertainty Quantification with Deep Ensemble Methods for Super-Resolution of Sentinel 2 Satellite Images","authors":"David Iagaru, Nina M. Gottschling","doi":"10.3390/psf2023009004","DOIUrl":"https://doi.org/10.3390/psf2023009004","url":null,"abstract":"","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"45 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139234307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Robert Köberl, Robert Babin, Christopher G. Albert
{"title":"Magnetohydrodynamic Equilibrium Reconstruction with Consistent Uncertainties","authors":"Robert Köberl, Robert Babin, Christopher G. Albert","doi":"10.3390/psf2023009006","DOIUrl":"https://doi.org/10.3390/psf2023009006","url":null,"abstract":"","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"15 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139231962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Geodesic Least Squares: Robust Regression Using Information Geometry","authors":"G. Verdoolaege","doi":"10.3390/psf2023009005","DOIUrl":"https://doi.org/10.3390/psf2023009005","url":null,"abstract":": Geodesic least squares (GLS) is a regression technique that operates in spaces of probability distributions. Based on the minimization of the Rao geodesic distance between two probability models of the response variable, GLS is robust against outliers and model misspecification. The method is very simple, without any tuning parameters, owing to its solid foundations rooted in information geometry. Here, we illustrate the robustness properties of GLS using applications in the fields of magnetic confinement fusion and astrophysics. Additional interpretation is gained from visualizations using several models for the manifold of Gaussian probability distributions.","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"37 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139234676","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An Iterative Bayesian Algorithm for 3D Image Reconstruction Using Multi-View Compton Data","authors":"Nhan Le, H. Snoussi, Alain Iltis","doi":"10.3390/psf2023009002","DOIUrl":"https://doi.org/10.3390/psf2023009002","url":null,"abstract":"","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"28 ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139242324","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fabian Sigler, V. Kainz, T. Enßlin, Céline Boehm, Sonja Utz
{"title":"Behavioral Influence of Social Self Perception in a Sociophysical Simulation","authors":"Fabian Sigler, V. Kainz, T. Enßlin, Céline Boehm, Sonja Utz","doi":"10.3390/psf2023009003","DOIUrl":"https://doi.org/10.3390/psf2023009003","url":null,"abstract":"","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"3 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139241868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Preface of the 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering—MaxEnt 2023","authors":"U. von Toussaint, Roland Preuss","doi":"10.3390/psf2023009001","DOIUrl":"https://doi.org/10.3390/psf2023009001","url":null,"abstract":"","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"44 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139242945","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
F. Guglielmetti, Michele Delli Veneri, I. Baronchelli, Carmen Blanco, Andrea Dosi, T. Enßlin, Vishal Johnson, Giuseppe Longo, Jakob Roth, Felix Stoehr, Ł. Tychoniec, Eric Villard
{"title":"A BRAIN Study to Tackle Image Analysis with Artificial Intelligence in the ALMA 2030 Era","authors":"F. Guglielmetti, Michele Delli Veneri, I. Baronchelli, Carmen Blanco, Andrea Dosi, T. Enßlin, Vishal Johnson, Giuseppe Longo, Jakob Roth, Felix Stoehr, Ł. Tychoniec, Eric Villard","doi":"10.3390/psf2023009018","DOIUrl":"https://doi.org/10.3390/psf2023009018","url":null,"abstract":"An ESO internal ALMA development study, BRAIN, is addressing the ill-posed inverse problem of synthesis image analysis employing astrostatistics and astroinformatics. These emerging fields of research offer interdisciplinary approaches at the intersection of observational astronomy, statistics, algorithm development, and data science. In this study, we provide evidence of the benefits of employing these approaches to ALMA imaging for operational and scientific purposes. We show the potential of two techniques, RESOLVE and DeepFocus, applied to ALMA calibrated science data. Significant advantages are provided with the prospect to improve the quality and completeness of the data products stored in the science archive and overall processing time for operations. Both approaches evidence the logical pathway to address the incoming revolution in data rates dictated by the planned electronic upgrades. Moreover, we bring to the community additional products through a new package, ALMASim, to promote advancements in these fields, providing a refined ALMA simulator usable by a large community for training and/or testing new algorithms.","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"23 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139263341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Quantum Measurement and Objective Classical Reality","authors":"Vishal Johnson, Philipp Frank, T. Enßlin","doi":"10.3390/psf2023009016","DOIUrl":"https://doi.org/10.3390/psf2023009016","url":null,"abstract":"We explore quantum measurement in the context of Everettian unitary quantum mechanics and construct an explicit unitary measurement procedure. We propose the existence of prior correlated states that enable this procedure to work and therefore argue that correlation is a resource that is consumed when measurements take place. It is also argued that a network of such measurements establishes a stable objective classical reality.","PeriodicalId":506244,"journal":{"name":"The 42nd International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering","volume":"265 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139342162","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}