Di Gennaro, Giovanni; Buonanno, Amedeo; Palmieri, Francesco A. N. Optimized realization of Bayesian networks in reduced normal form using latent variable model. (English) Zbl 07619710 Soft Comput. 25, No. 10, 7029-7040 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{G. Di Gennaro} et al., Soft Comput. 25, No. 10, 7029--7040 (2021; Zbl 07619710) Full Text: DOI arXiv
Lin, Peng; Neil, Martin; Fenton, Norman Improved high dimensional discrete Bayesian network inference using triplet region construction. (English) Zbl 1490.68201 J. Artif. Intell. Res. (JAIR) 69, 231-295 (2020). MSC: 68T09 62H22 62H30 PDFBibTeX XMLCite \textit{P. Lin} et al., J. Artif. Intell. Res. (JAIR) 69, 231--295 (2020; Zbl 1490.68201) Full Text: DOI
Kovachki, Nikola B.; Stuart, Andrew M. Ensemble Kalman inversion: a derivative-free technique for machine learning tasks. (English) Zbl 1430.68266 Inverse Probl. 35, No. 9, Article ID 095005, 35 p. (2019). MSC: 68T05 60G35 62F15 68T07 PDFBibTeX XMLCite \textit{N. B. Kovachki} and \textit{A. M. Stuart}, Inverse Probl. 35, No. 9, Article ID 095005, 35 p. (2019; Zbl 1430.68266) Full Text: DOI arXiv Link
Azzimonti, Laura; Corani, Giorgio; Zaffalon, Marco Hierarchical estimation of parameters in Bayesian networks. (English) Zbl 1507.62005 Comput. Stat. Data Anal. 137, 67-91 (2019). MSC: 62-08 62F15 68T35 62H30 PDFBibTeX XMLCite \textit{L. Azzimonti} et al., Comput. Stat. Data Anal. 137, 67--91 (2019; Zbl 1507.62005) Full Text: DOI arXiv
Zhao, Xuehua; Liu, Xueyan; Chen, Huiling Network modelling and variational Bayesian inference for structure analysis of signed networks. (English) Zbl 1462.62190 Appl. Math. Modelling 61, 237-254 (2018). MSC: 62F15 62H12 05C82 90B10 PDFBibTeX XMLCite \textit{X. Zhao} et al., Appl. Math. Modelling 61, 237--254 (2018; Zbl 1462.62190) Full Text: DOI
Vinci, Giuseppe; Ventura, Valérie; Smith, Matthew A.; Kass, Robert E. Adjusted regularization of cortical covariance. (English) Zbl 1402.92029 J. Comput. Neurosci. 45, No. 2, 83-101 (2018). MSC: 92B20 92C20 62P10 92-04 PDFBibTeX XMLCite \textit{G. Vinci} et al., J. Comput. Neurosci. 45, No. 2, 83--101 (2018; Zbl 1402.92029) Full Text: DOI Link
Ramos-López, Darío; Masegosa, Andrés R.; Salmerón, Antonio; Rumí, Rafael; Langseth, Helge; Nielsen, Thomas D.; Madsen, Anders L. Scalable importance sampling estimation of Gaussian mixture posteriors in Bayesian networks. (English) Zbl 1453.62310 Int. J. Approx. Reasoning 100, 115-134 (2018). MSC: 62D05 60G15 62-08 PDFBibTeX XMLCite \textit{D. Ramos-López} et al., Int. J. Approx. Reasoning 100, 115--134 (2018; Zbl 1453.62310) Full Text: DOI Link
Moreira, Catarina; Wichert, Andreas Are quantum-like Bayesian networks more powerful than classical Bayesian networks? (English) Zbl 1402.91112 J. Math. Psychol. 82, 73-83 (2018). MSC: 91B06 81P05 91B80 91A05 PDFBibTeX XMLCite \textit{C. Moreira} and \textit{A. Wichert}, J. Math. Psychol. 82, 73--83 (2018; Zbl 1402.91112) Full Text: DOI
Chen, Eunice Yuh-Jie; Darwiche, Adnan; Choi, Arthur On pruning with the MDL score. (English) Zbl 1423.68377 Int. J. Approx. Reasoning 92, 363-375 (2018). MSC: 68T05 68T37 PDFBibTeX XMLCite \textit{E. Y. J. Chen} et al., Int. J. Approx. Reasoning 92, 363--375 (2018; Zbl 1423.68377) Full Text: DOI
Aderhold, Andrej; Husmeier, Dirk; Grzegorczyk, Marco Approximate Bayesian inference in semi-mechanistic models. (English) Zbl 1384.62075 Stat. Comput. 27, No. 4, 1003-1040 (2017). MSC: 62F15 62J10 62P10 92C42 PDFBibTeX XMLCite \textit{A. Aderhold} et al., Stat. Comput. 27, No. 4, 1003--1040 (2017; Zbl 1384.62075) Full Text: DOI Link
Moreira, Catarina; Wichert, Andreas Exploring the relations between quantum-like Bayesian networks and decision-making tasks with regard to face stimuli. (English) Zbl 1382.91034 J. Math. Psychol. 78, 86-95 (2017). MSC: 91B06 81P68 91B80 PDFBibTeX XMLCite \textit{C. Moreira} and \textit{A. Wichert}, J. Math. Psychol. 78, 86--95 (2017; Zbl 1382.91034) Full Text: DOI Link
Yao, Tiansheng; Choi, Arthur; Darwiche, Adnan Learning Bayesian network parameters under equivalence constraints. (English) Zbl 1404.68123 Artif. Intell. 244, 239-257 (2017). MSC: 68T05 PDFBibTeX XMLCite \textit{T. Yao} et al., Artif. Intell. 244, 239--257 (2017; Zbl 1404.68123) Full Text: DOI
Liu, Manxia; Hommersom, Arjen; van der Heijden, Maarten; Lucas, Peter J. F. Hybrid time Bayesian networks. (English) Zbl 1401.68322 Int. J. Approx. Reasoning 80, 460-474 (2017). MSC: 68T37 PDFBibTeX XMLCite \textit{M. Liu} et al., Int. J. Approx. Reasoning 80, 460--474 (2017; Zbl 1401.68322) Full Text: DOI
de Campos, Cassio P.; Corani, Giorgio; Scanagatta, Mauro; Cuccu, Marco; Zaffalon, Marco Learning extended tree augmented naive structures. (English) Zbl 1346.68169 Int. J. Approx. Reasoning 68, 153-163 (2016). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{C. P. de Campos} et al., Int. J. Approx. Reasoning 68, 153--163 (2016; Zbl 1346.68169) Full Text: DOI
Kohler, Dominic; Marzouk, Youssef M.; Müller, Johannes; Wever, Utz A new network approach to Bayesian inference in partial differential equations. (English) Zbl 1352.35018 Int. J. Numer. Methods Eng. 104, No. 5, 313-329 (2015). MSC: 35G31 62F15 35A35 35G20 62H99 65C50 65J22 PDFBibTeX XMLCite \textit{D. Kohler} et al., Int. J. Numer. Methods Eng. 104, No. 5, 313--329 (2015; Zbl 1352.35018) Full Text: DOI
Barclay, Lorna M.; Collazo, Rodrigo A.; Smith, Jim Q.; Thwaites, Peter A.; Nicholson, Ann E. The dynamic chain event graph. (English) Zbl 1336.62205 Electron. J. Stat. 9, No. 2, 2130-2169 (2015). MSC: 62H99 62A09 62F15 60K15 62P10 PDFBibTeX XMLCite \textit{L. M. Barclay} et al., Electron. J. Stat. 9, No. 2, 2130--2169 (2015; Zbl 1336.62205) Full Text: DOI Euclid