Found 484 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
PETS: predicting efficiently using temporal symmetries in temporal PGMs. (English) Zbl 07897234
Bouraoui, Zied (ed.) et al., Symbolic and quantitative approaches to reasoning with uncertainty. 17th European conference, ECSQARU 2023, Arras, France, September 19–22, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 14294, 322-333 (2024).
MSC:
68T37
Neural graphical models. (English) Zbl 07897232
Bouraoui, Zied (ed.) et al., Symbolic and quantitative approaches to reasoning with uncertainty. 17th European conference, ECSQARU 2023, Arras, France, September 19–22, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 14294, 284-307 (2024).
MSC:
68T37
On identifiability of BN2A networks. (English) Zbl 07897221
Bouraoui, Zied (ed.) et al., Symbolic and quantitative approaches to reasoning with uncertainty. 17th European conference, ECSQARU 2023, Arras, France, September 19–22, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 14294, 136-148 (2024).
MSC:
68T37
A ring-based distributed algorithm for learning high-dimensional Bayesian networks. (English) Zbl 07897220
Bouraoui, Zied (ed.) et al., Symbolic and quantitative approaches to reasoning with uncertainty. 17th European conference, ECSQARU 2023, Arras, France, September 19–22, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 14294, 123-135 (2024).
MSC:
68T37
Mixing artificial and natural intelligence: from statistical mechanics to AI and back to turbulence. (English) Zbl 07895111
Quantified neural Markov logic networks. (English) Zbl 07885920
MSC:
68T37
Efficient computation of counterfactual bounds. (English) Zbl 07885913
MSC:
68T37
Beyond tree-shaped credal probabilistic circuits. (English) Zbl 07885912
MSC:
68T37
Being Bayesian about learning Bayesian networks from ordinal data. (English) Zbl 07885898
MSC:
68T37
Going deep in diagnostic modeling: deep cognitive diagnostic models (DeepCDMs). (English) Zbl 1541.62337
Improvements proposed to noisy-OR derivatives for multi-causal analysis: a case study of simultaneous electromagnetic disturbances. (English) Zbl 07879244
MSC:
68T37
Inversion of Bayesian networks. (English) Zbl 07879233
MSC:
68T37
Decentralized fused-learner architectures for Bayesian reinforcement learning. (English) Zbl 07875638
MSC:
68Txx
Assessing mutualistic metacommunity capacity by integrating spatial and interaction networks. (English) Zbl 07874516
MSC:
92-XX
Bayesian multi-task variable selection with an application to differential DAG analysis. (English) Zbl 07862304
MSC:
62-XX
Manipulating hidden-Markov-model inferences by corrupting batch data. (English) Zbl 07860750
MSC:
90Bxx
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
Likelihood-free inference in state-space models with unknown dynamics. (English) Zbl 1529.62010
MSC:
62-08
Multisets and distributions, in drawing and learning. (English) Zbl 07920702
Palmigiano, Alessandra (ed.) et al., Samson Abramsky on logic and structure in computer science and beyond. Cham: Springer. Outst. Contrib. Log. 25, 1095-1146 (2023).
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).
On imperfect recall in multi-agent influence diagrams. (English) Zbl 07810615
Verbrugge, Rineke (ed.), Proceedings of the nineteenth conference on theoretical aspects of rationality and knowledge, TARK, Oxford, United Kingdom, June 28–30, 2023. Waterloo: Open Publishing Association (OPA). Electron. Proc. Theor. Comput. Sci. (EPTCS) 379, 201-220 (2023).
Contagion source detection in epidemic and infodemic outbreaks: mathematical analysis and network algorithms. (English) Zbl 1532.92111
Monitoring of perception systems: deterministic, probabilistic, and learning-based fault detection and identification. (English) Zbl 1530.93308
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
Information lattice learning. (English) Zbl 07753318
MSC:
68T05
A 2-stage elastic net algorithm for estimation of sparse networks with heavy-tailed data. (English) Zbl 07739592
MSC:
62-XX
Probabilistic ordinal regression methods for multiple criteria sorting admitting certain and uncertain preferences. (English) Zbl 07737889
MSC:
90Bxx
The dual PC algorithm and the role of Gaussianity for structure learning of Bayesian networks. (English) Zbl 07734025
MSC:
68T37
Being Bayesian about learning Gaussian Bayesian networks from incomplete data. (English) Zbl 07734011
MSC:
68T37
Complexity analysis of Bayesian learning of high-dimensional DAG models and their equivalence classes. (English) Zbl 1539.62148
Bivariate estimation-of-distribution algorithms can find an exponential number of optima. (English) Zbl 07729846
MSC:
68Qxx
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)
Polynomial-time algorithms for multimarginal optimal transport problems with structure. (English) Zbl 1518.90048
Prediction errors for penalized regressions based on generalized approximate message passing. (English) Zbl 07657619
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
Generative datalog with continuous distributions. (English) Zbl 07860939
MSC:
68-XX
Estimation of SARS-CoV-2 antibody prevalence through serological uncertainty and daily incidence. (English. French summary) Zbl 07759483
MSC:
62-XX
Interpretable biomanufacturing process risk and sensitivity analyses for quality-by-design and stability control. (English) Zbl 1528.90261
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).
Online learning of parameters for modeling user preference based on Bayesian network. (English) Zbl 1504.68220
Strategy graphs for influence diagrams. (English) Zbl 07639819
MSC:
68Txx
Minimizing couplings in renormalization by preserving short-range mutual information. (English) Zbl 1514.82149
Efficient learning of quadratic variance function directed acyclic graphs via topological layers. (English) Zbl 07633319
MSC:
62-XX
A survey on causal discovery: theory and practice. (English) Zbl 07629276
MSC:
68T37
A geometric characterization of sensitivity analysis in monomial models. (English) Zbl 07629274
MSC:
68T37
Fine-grained job salary benchmarking with a nonparametric Dirichlet process-based latent factor model. (English) Zbl 1502.90094
MSC:
90B50
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
Multiple-choice knapsack constraint in graphical models. (English) Zbl 1504.90130
Schaus, Pierre (ed.), Integration of constraint programming, artificial intelligence, and operations research. 19th international conference, CPAIOR 2022, Los Angeles, CA, USA, June 20–23, 2022. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13292, 282-299 (2022).
MSC:
90C27
Estimation of distribution algorithms using Gaussian Bayesian networks to solve industrial optimization problems constrained by environment variables. (English) Zbl 1497.90200
Duality between the local score of one sequence and constrained hidden Markov model. (English) Zbl 1491.60125
Counting and sampling orientations on chordal graphs. (English) Zbl 07556584
Mutzel, Petra (ed.) et al., WALCOM: algorithms and computation. 16th international conference and workshops, WALCOM 2022, Jember, Indonesia, March 24–26, 2022. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13174, 352-364 (2022).
MSC:
68Wxx
Hierarchical Bayesian text modeling for the unsupervised joint analysis of latent topics and semantic clusters. (English) Zbl 07554491
MSC:
68T37
Scalable online planning for multi-agent MDPs. (English) Zbl 07527541
MSC:
68Txx
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