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IEEE control systems letters, ISSN 2475-1456, 04/2021, Volume 5, Issue 2, pp. 719 - 724
This letter presents a variational Bayesian inference Neural Network (BNN) approach to quantify uncertainties in matrix function estimation for the state-space... 
Uncertainty | uncertainty quantification | Bayesian neural networks | Computational modeling | Neural networks | Estimation | State-space linear parameter-varying model identification | Data models | Bayes methods | Mathematical model
Journal Article
Mechanical systems and signal processing, ISSN 0888-3270, 03/2021, Volume 150, p. 107223
This paper presents a general framework for estimating the state and unknown inputs at the level of a system subdomain using a limited number of output... 
Structural health monitoring | Input-state estimation | Reduced-order modeling | Bayesian filtering | Response prediction | Dynamic substructuring
Journal Article
Computational statistics & data analysis, ISSN 0167-9473, 02/2021, Volume 154, p. 107084
Journal Article
Applied mathematics and computation, ISSN 0096-3003, 02/2021, Volume 391, p. 125621
•We have developed a new mathematical game model for groups of independent Bayesian searchers who are all seeking a common goal.•We have derived the... 
Evolutionary game | Bayesian search | Group behavior | Equilibrium | Modeling
Journal Article
Mechanical systems and signal processing, ISSN 0888-3270, 02/2021, Volume 149, p. 107219
•A general Bayesian framework is developed for propagating imprecise probabilities.•Closed-form solutions are analytically derived for posterior... 
Epistemic uncertainty | Active learning | Uncertainty quantification | Gaussian process regression | Probabilistic integration | Imprecise probabilities | Bayesian inference
Journal Article
Information sciences, ISSN 0020-0255, 02/2021, Volume 547, pp. 255 - 270
In this paper, we examine the two assumptions of the Bayesian personalized ranking (BPR), a well-known pair-wise method for one-class collaborative filtering... 
Pair-wise preferences | Bayesian personalized ranking | Recommender systems | One-class collaborative filtering
Journal Article
Information fusion, ISSN 1566-2535, 02/2021, Volume 66, pp. 155 - 169
Journal Article
Catena (Giessen), ISSN 0341-8162, 01/2021, Volume 196, p. 104879
[Display omitted] •The probabilistic framework via the Bayesian theory and Copula function is robust.•The vegetation vulnerability and resistance to dry... 
Resistance | Vulnerability | Hydrometeorological stresses | Vegetation | Bayesian framework
Journal Article
Chemosphere (Oxford), ISSN 0045-6535, 01/2021, Volume 263, p. 128036
The detection of composition or pollution trends of vast environmental water areas, from a river, lake or sea, requires the determination of the mean... 
Nutrients | Uncertainty | Bayesian assessment | Georeferencing | Sampling | Seawater
Journal Article
Applied mathematical modelling, ISSN 0307-904X, 01/2021, Volume 89, pp. 752 - 770
•A copula based Bayesian approach for characterizing joint distribution from limited data is proposed.•Detailed formulation for the joint density of soil-water... 
Unsaturated reliability based design | Soil-water characteristic curve | Copula | Probabilistic analysis | Limited data | Bayesian
Journal Article
Journal of Building Engineering, ISSN 2352-7102, 01/2021, Volume 33, p. 101565
Severe storms and tropical cyclones bring destructive winds and heavy rain. While building structural performance has significantly improved in the last few... 
Building performance | Tropical cyclones | Windows and external glazed doors | Wind-driven rain | Bayesian network
Journal Article
Signal processing, ISSN 0165-1684, 01/2021, Volume 178, p. 107775
•We propose a VB based distributed noise adaptive cubature information filter.•The unknown noise covariance is modeled as inverse-Wishart distribution.•The JPD... 
Cubature Kalman filter | Variational inference | Distributed Bayesian filtering | Inverse-Wishart distribution | Noise adaptive
Journal Article
Statistics & probability letters, ISSN 0167-7152, 01/2021, Volume 168, p. 108923
The probability distribution of a sequence X=(X1,X2,…) of random variables is determined by its predictive distributions P(X1∈⋅) and P(Xn+1∈⋅∣X1,…,Xn), n≥1.... 
Bayesian nonparametrics | Conditional identity in distribution | Predictive distribution | Predictive inference | Exchangeability | Limit theorem
Journal Article
Reliability engineering & system safety, ISSN 0951-8320, 01/2021, Volume 205, p. 107232
•FRAM is integrated with DBN for quantitative resilience assessment.•Aspen Hysys is used for resilience assessment of chemical process systems.•Resilience... 
Chemical process systems | FRAM | Dynamic Bayesian network | Resilience assessment
Journal Article
Pattern recognition, ISSN 0031-3203, 01/2021, Volume 109, p. 107591
•Gestalt patterns are characterized in text regions to describe text homogeneity.•A probabilistic hierarchical model is formulated to evaluate text... 
Document image segmentation | Bayesian cue integration | Random walk-and-check simulation | Text homogeneity pattern | Probabilistic local text homogeneity
Journal Article
Information sciences, ISSN 0020-0255, 01/2021, Volume 544, pp. 56 - 77
A novel multi-criteria decision making approach based on an adaptive copula Bayesian network (CBN) model is proposed to effectively handle complex dependence... 
Location selection | Copula | Bayesian networks | Dependent systems | TOPSIS
Journal Article
Signal processing, ISSN 0165-1684, 01/2021, Volume 178, p. 107794
In this paper, a target capacity based simultaneous multibeam power allocation (TC-SMPA) scheme is developed for multiple target tracking (MTT) in colocated... 
Multiple target tracking | Colocated MIMO radar | Power allocation | Bayesian cramér-rao lower bound | Target capacity
Journal Article
International journal of fatigue, ISSN 0142-1123, 01/2021, Volume 142, p. 105943
[Display omitted] •A Bayesian model based on the failure forecast method is developed.•The Bayesian model compares favorably to the classical failure forecast... 
Fatigue life | Failure forecast method | Structural health monitoring | Remaining life estimation | Bayesian inference
Journal Article
Information sciences, ISSN 0020-0255, 01/2021, Volume 542, pp. 156 - 176
•Hidden information can help analyze the relationship between users and items.•Before ranking, we pre-classify unrated items based on user-item relevance.•We... 
Hidden information | Bayesian personalized ranking | User-item relevance | Recommender system
Journal Article
Journal of computational and applied mathematics, ISSN 0377-0427, 01/2021, Volume 382, p. 113094
In this paper, we consider the optimal allocation problem in multiple stress testing with type-II censored data. The failure times of the individual are... 
Type-II censoring | Accelerated life testing | Extension of the exponential distribution | Optimal design | PLANS | MATHEMATICS, APPLIED | BAYESIAN PREDICTION | WEIBULL REGRESSION | RELIABILITY | MODEL | SAMPLE-SIZE ALLOCATION | INFERENCE
Journal Article
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