Found 426 Documents (Results 1–100)
Learning a Bayesian network with multiple latent variables for implicit relation representation. (English) Zbl 07917004
Causal deep learning: encouraging impact on real-world problems through causality. (English) Zbl 07907422
Going deep in diagnostic modeling: deep cognitive diagnostic models (DeepCDMs). (English) Zbl 1541.62337
Bayesian multi-task variable selection with an application to differential DAG analysis. (English) Zbl 07862304
MSC:
62-XX
Max-linear graphical models with heavy-tailed factors on trees of transitive tournaments. (English) Zbl 1540.05063
Permutation-invariant log-Euclidean geometries on full-rank correlation matrices. (English) Zbl 1537.53010
From statistical relational to neurosymbolic artificial intelligence: a survey. (English) Zbl 1537.68162
Structure recovery for partially observed discrete Markov random fields on graphs under not necessarily positive distributions. (English) Zbl 07819222
MSC:
62-XX
Characterization of causal ancestral graphs for time series with latent confounders. (English) Zbl 1539.62268
Polynomial-chaos-based conditional statistics for probabilistic learning with heterogeneous data applied to atomic collisions of helium on graphite substrate. (English) Zbl 07807989
A cloud model-based interval-valued evidence fusion method and its application in fault diagnosis. (English) Zbl 07804473
Likelihood-free inference in state-space models with unknown dynamics. (English) Zbl 1529.62010
MSC:
62-08
From statistical to causal learning. (English) Zbl 1535.68277
Beliaev, Dmitry (ed.) et al., International congress of mathematicians 2022, ICM 2022, Helsinki, Finland, virtual, July 6–14, 2022. Volume 7. Sections 15–20. Berlin: European Mathematical Society (EMS). 5540-5593 (2023).
Prior density learning in variational Bayesian phylogenetic parameters inference. (English) Zbl 1530.92159
Jahn, Katharina (ed.) et al., Comparative genomics. 20th international conference, RECOMB-CG 2023, Istanbul, Turkey, April 14–15, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13883, 112-130 (2023).
Approximating counterfactual bounds while fusing observational, biased and randomised data sources. (English) Zbl 1531.68142
Frequentist model averaging for undirected Gaussian graphical models. (English) Zbl 1522.62183
MSC:
62P10
A 2-stage elastic net algorithm for estimation of sparse networks with heavy-tailed data. (English) Zbl 07739592
MSC:
62-XX
Complexity analysis of Bayesian learning of high-dimensional DAG models and their equivalence classes. (English) Zbl 1539.62148
Using factors for exact inference in Bayesian networks with more than ten nodes. (Uso de factores para inferencia exacta en redes bayesianas de más de diez nodos.) (Spanish) Zbl 1516.62045
General tests of conditional independence based on empirical processes indexed by functions. (English) Zbl 1522.60043
Reviewer: Ivan Podvigin (Novosibirsk)
Bayesian detection of event spreading pattern from multivariate binary time series. (English) Zbl 07713860
MSC:
62-XX
Comparing short-term univariate and multivariate time-series forecasting models in infectious disease outbreak. (English) Zbl 1502.92017
Quantum approximate optimization algorithm for Bayesian network structure learning. (English) Zbl 1508.81538
Determining the sampling size with maintaining the probability distribution. (English) Zbl 07773023
Cai, Zhiping (ed.) et al., Theoretical computer science. 40th national conference, NCTCS 2022, Changchun, China, July 29–31, 2022. Revised selected papers. Singapore: Springer. Commun. Comput. Inf. Sci. 1693, 61-74 (2022).
Estimation of SARS-CoV-2 antibody prevalence through serological uncertainty and daily incidence. (English. French summary) Zbl 07759483
MSC:
62-XX
On the foundations of cycles in Bayesian networks. (English) Zbl 1528.68371
Raskin, Jean-François (ed.) et al., Principles of systems design. Essays dedicated to Thomas A. Henzinger on the occasion of his 60th birthday. Cham: Springer. Lect. Notes Comput. Sci. 13660, 343-363 (2022).
Efficient learning of quadratic variance function directed acyclic graphs via topological layers. (English) Zbl 07633319
MSC:
62-XX
Optimal sequential tests for detection of changes under finite measure space for finite sequences of networks. (English) Zbl 07585010
Structured hierarchical models for probabilistic inference from perturbation screening data. (English) Zbl 1498.62208
Duality between the local score of one sequence and constrained hidden Markov model. (English) Zbl 1491.60125
Markov-modulated Hawkes processes for modeling sporadic and bursty event occurrences in social interactions. (English) Zbl 1498.62328
Overlapping communities and roles in networks with node attributes: probabilistic graphical modeling, Bayesian formulation and variational inference. (English) Zbl 1481.91158
Sample size determination to estimate mediation effects in cell transformation assays: a Bayesian causal model. (English) Zbl 07887749
MSC:
62-XX
Jointly modeling and simultaneously discovering topics and clusters in text corpora using word vectors. (English) Zbl 07763273
Structural factor equation models for causal network construction via directed acyclic mixed graphs. (English) Zbl 1520.62416
MSC:
62P10
Sampling algorithms for discrete Markov random fields and related graphical models. (English) Zbl 07662822
Learning physical properties of anomalous random walks using graph neural networks. (English) Zbl 1519.82048
Under-reporting of COVID-19 in the northern health authority region of British Columbia. (English. French summary) Zbl 1492.62174
MSC:
62P10
A Gibbs sampler for learning DAG: a unification for discrete and Gaussian domains. (English) Zbl 07497083
MSC:
62-XX
Discovering associations between players’ performance indicators and matches’ results in the European Soccer Leagues. (English) Zbl 1521.62273
MSC:
62-XX
Structural learning and estimation of joint causal effects among network-dependent variables. (English) Zbl 1477.62393
Active learning of continuous-time Bayesian networks through interventions. (English) Zbl 1539.62297
MSC:
62M45
Breaking the curse of dimensionality: hierarchical Bayesian network model for multi-view clustering. (English) Zbl 1542.62094
A constraint-based algorithm for the structural learning of continuous-time Bayesian networks. (English) Zbl 1521.68113
What is an optimal value of \(k\) in \(k\)-fold cross-validation in discrete Bayesian network analysis? (English) Zbl 1505.62273
CUSUM multi-chart for detecting unknown abrupt changes under finite measure space for network observation sequences. (English) Zbl 1477.62218
Bayesian strategies: probabilistic programs as generalised graphical models. (English) Zbl 1473.68054
Yoshida, Nobuko (ed.), Programming languages and systems. 30th European symposium on programming, ESOP 2021, held as part of the European joint conferences on theory and practice of software, ETAPS 2021, Luxembourg City, Luxembourg, March 27 – April 1, 2021. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12648, 519-547 (2021).
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