BAT.jl: A Julia-Based Tool for Bayesian Inference
作者： Frederik Beaujean , Kevin Kröninger , Cornelius Grunwald , Salvatore La Cagnina , Vasyl Hafych
DOI: 10.1007/S42979-021-00626-4
关键词: Test suite 、 Machine learning 、 Bayesian probability 、 Development (topology) 、 Software 、 Realm 、 Artificial intelligence 、 Statistical inference 、 Bayesian inference
摘要: We describe the development of a multi-purpose software for Bayesian statistical inference, BAT.jl, written in Julia language. The major design considerations and implemented algorithms are summarized here, together with test suite that ensures proper functioning algorithms. also give an extended example from realm physics demonstrates functionalities BAT.jl.
springer.com
arxiv.org
sci-hub.st 参考文章(49)
Chang Liu, Allen Caldwell, Target Density Normalization for Markov Chain Monte Carlo Algorithms arXiv: Data Analysis, Statistics and Probability. ,(2014)
Jorge de Blas, Marco Ciuchini, Enrico Franco, Diptimoy Ghosh, Satoshi Mishima, Maurizio Pierini, Laura Reina, Luca Silvestrini, Global Bayesian Analysis of the Higgs-boson Couplings arXiv: High Energy Physics - Phenomenology. ,(2014) , 10.1016/J.NUCLPHYSBPS.2015.09.128
E. T. Jaynes, Probability theory : the logic of science The Mathematical Intelligencer. ,vol. 27, pp. 83- 83 ,(2003) , 10.1017/CBO9780511790423
David J. Lunn, Andrew Thomas, Nicky Best, David Spiegelhalter, WinBUGS – A Bayesian modelling framework: Concepts, structure, and extensibility Statistics and Computing. ,vol. 10, pp. 325- 337 ,(2000) , 10.1023/A:1008929526011
C. Rappold, T.R. Saito, O. Bertini, S. Bianchin, V. Bozkurt, E. Kim, M. Kavatsyuk, Y. Ma, F. Maas, S. Minami, D. Nakajima, B. Özel-Tashenov, K. Yoshida, P. Achenbach, S. Ajimura, T. Aumann, C. Ayerbe Gayoso, H.C. Bhang, C. Caesar, S. Erturk, T. Fukuda, B. Göküzüm, E. Guliev, J. Hoffmann, G. Ickert, Z.S. Ketenci, D. Khaneft, M. Kim, S. Kim, K. Koch, N. Kurz, A. Le Fèvre, Y. Mizoi, L. Nungesser, W. Ott, J. Pochodzalla, A. Sakaguchi, C.J. Schmidt, M. Sekimoto, H. Simon, T. Takahashi, G.J. Tambave, H. Tamura, W. Trautmann, S. Voltz, C.J. Yoon, Hypernuclear production cross section in the reaction of Li-6+C-12 at 2 A GeV Physics Letters B. ,vol. 747, pp. 129- 134 ,(2015) , 10.1016/J.PHYSLETB.2015.05.059
AJ Bevan, M Bona, M Ciuchini, D Derkach, E Franco, V Lubicz, Guido Martinelli, F Parodi, M Pierini, C Schiavi, L Silvestrini, V Sordini, A Stocchi, C Tarantino, V Vagnoni, None, The UTfit collaboration average of D meson mixing data: Winter 2014 Journal of High Energy Physics. ,vol. 2014, pp. 123- ,(2014) , 10.1007/JHEP03(2014)123
Allen Caldwell, Daniel Kollár, Kevin Kröninger, BAT: The Bayesian Analysis Toolkit Computer Physics Communications. ,vol. 180, pp. 2197- 2209 ,(2009) , 10.1016/J.CPC.2009.06.026
Juerg Beringer, JF Arguin, RM Barnett, K Copic, O Dahl, DE Groom, CJ Lin, J Lys, H Murayama, CG Wohl, WM Yao, PA Zyla, C Amsler, M Antonelli, DM Asner, H Baer, HR Band, T Basaglia, CW Bauer, JJ Beatty, VI Belousov, E Bergren, G Bernardi, W Bertl, S Bethke, H Bichsel, O Biebel, E Blucher, S Blusk, G Brooijmans, O Buchmueller, RN Cahn, M Carena, A Ceccucci, D Chakraborty, MC Chen, RS Chivukula, G Cowan, G D'ambrosio, T Damour, D De Florian, A De Gouvêa, T DeGrand, P De Jong, G Dissertori, B Dobrescu, M Doser, M Drees, DA Edwards, S Eidelman, J Erler, VV Ezhela, W Fetscher, BD Fields, B Foster, TK Gaisser, L Garren, HJ Gerber, G Gerbier, T Gherghetta, S Golwala, M Goodman, C Grab, AV Gritsan, JF Grivaz, Martin Grünewald, A Gurtu, T Gutsche, HE Haber, K Hagiwara, C Hagmann, C Hanhart, S Hashimoto, KG Hayes, M Heffner, B Heltsley, JJ Hernández-Rey, K Hikasa, A Hocker, J Holder, A Holtkamp, J Huston, JD Jackson, KF Johnson, T Junk, D Karlen, D Kirkby, SR Klein, E Klempt, RV Kowalewski, F Krauss, M Kreps, B Krusche, Yu V Kuyanov, Y Kwon, O Lahav, J Laiho, P Langacker, A Liddle, Z Ligeti, TM Liss, L Littenberg, KS Lugovsky, SB Lugovsky, T Mannel, AV Manohar, WJ Marciano, AD Martin, A Masoni, J Matthews, David Milstead, R Miquel, K Monig, F Moortgat, K Nakamura, M Narain, P Nason, S Navas, M Neubert, P Nevski, Y Nir, KA Olive, L Pape, J Parsons, Claudia Patrignani, JA Peacock, ST Petcov, A Piepke, A Pomarol, Giovanni Punzi, A Quadt, S Raby, G Raffelt, BN Ratcliff, P Richardson, S Roesler, S Rolli, A Romaniouk, LJ Rosenberg, JL Rosner, CT Sachrajda, Y Sakai, GP Salam, S Sarkar, F Sauli, O Schneider, K Scholberg, D Scott, WG Seligman, MH Shaevitz, None, Review of Particle Physics Physics Letters B. ,vol. 667, pp. 1- 6 ,(1996) , 10.1016/J.PHYSLETB.2008.07.018
G. O. Roberts, A. Gelman, W. R. Gilks, Weak convergence and optimal scaling of random walk Metropolis algorithms Annals of Applied Probability. ,vol. 7, pp. 110- 120 ,(1997) , 10.1214/AOAP/1034625254
Luca Silvestrini, Satoshi Mishima, Enrico Franco, Marco Ciuchini, Electroweak precision observables, new physics and the nature of a 126 GeV Higgs boson Journal of High Energy Physics. ,vol. 2013, pp. 106- ,(2013) , 10.1007/JHEP08(2013)106