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International Journal of Approximate Reasoning, ISSN 0888-613X, 01/2017, Volume 80, pp. 460 - 474
Capturing heterogeneous dynamic systems in a probabilistic model is a challenging problem. A single time granularity, such as employed by dynamic Bayesian... 
Dynamic systems | Continuous time Bayesian networks | Dynamic Bayesian networks | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Analysis | Algorithms | Dynamics | Probability theory | Mathematical models | Probabilistic methods | Formalism | Bayesian analysis | Flexibility | Dynamical systems
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 05/2004, Volume 5, pp. 549 - 573
Learning a Bayesian network structure from data is a well-motivated but computationally hard task. We present an algorithm that computes the exact posterior... 
Structure learning | Complex interactions | Dynamic programming | Layering | dynamic programming | layering | complex interactions | structure learning | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Sensors (Basel, Switzerland), ISSN 1424-8220, 10/2018, Volume 18, Issue 10, p. 3329
This paper focuses on gait abnormality type identificationspecifically, recognizing antalgic gait. Through experimentation, we demonstrate that detecting an... 
biometrics | human identification | Microsoft Kinect sensor | gait | dynamic Bayesian network | SYSTEM | ELECTROCHEMISTRY | CHEMISTRY, ANALYTICAL | QUANTIFICATION | PARAMETERS | MODEL | INSTRUMENTS & INSTRUMENTATION | FRAMEWORK | VALIDITY
Journal Article
Journal of Loss Prevention in the Process Industries, ISSN 0950-4230, 05/2016, Volume 41, pp. 399 - 410
The oil/gas, chemical, petrochemical, food, power, papermaking and other process industries consist of numerous equipment and unit operations, thousands of... 
Dynamic | Bayesian networks | Fault tree | Risk assessment | ENGINEERING, CHEMICAL | MAINTENANCE | FAULT-TREE | SAFETY ANALYSIS | SYSTEMS | Case studies | Control systems | Stochastic processes | Dynamic tests | Dynamics | Hazard identification | Risk | Bayesian analysis | Dynamical systems | Fault trees
Journal Article
Journal of Hazardous Materials, ISSN 0304-3894, 01/2017, Volume 321, pp. 830 - 840
Journal Article
Risk Analysis, ISSN 0272-4332, 02/2015, Volume 35, Issue 2, pp. 278 - 291
Journal Article
IEEE Transactions on Industrial Informatics, ISSN 1551-3203, 02/2012, Volume 8, Issue 1, pp. 100 - 109
Journal Article
Reliability Engineering and System Safety, ISSN 0951-8320, 2010, Volume 95, Issue 4, pp. 412 - 425
This paper shows how recent Bayesian network (BN) algorithms can be used to model time to failure distributions and perform reliability analysis of complex... 
Systems reliability | Dynamic discretization | Bayesian networks | Dynamic fault trees | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | FAULT-TREES | ANALYSIS FRAMEWORK | DEPENDABLE SYSTEMS | INFERENCE | ENGINEERING, INDUSTRIAL | Usage | Chert | Algorithms | Analysis | Dynamics | Boron nitride | Mean time to failure | Mathematical models | Dynamical systems | Failure | Fault trees
Journal Article
Future Generation Computer Systems, ISSN 0167-739X, 04/2017, Volume 69, pp. 75 - 87
Efficient Virtual Machines (VMs) consolidation, as one of the primary methods for balancing between guaranteeing Quality of Service (QoS) and saving energy, is... 
Virtual Machines consolidation | Estimation model | Bayesian network | Virtual Machine migration | MIGRATION | DYNAMIC CONSOLIDATION | ALGORITHM | POWER | COMPUTING ENVIRONMENTS | ENERGY-CONSUMPTION | SIMULATION | HEURISTICS | HOTSPOT DETECTION | COMPUTER SCIENCE, THEORY & METHODS | Energy consumption | Virtual computer systems | Analysis | Methods
Journal Article
Applied Mathematics and Computation, ISSN 0096-3003, 04/2019, Volume 347, pp. 417 - 428
The Bayesian Network is a kind of probabilistic graphical models, having been applied to various fields for inference and learning. A quantum-like Bayesian... 
Bayesian Networks | Social Dilemmas | Sure Thing Principle | Quantum probability | Decision making | Belief entropy | MATHEMATICS, APPLIED | ENERGY | DYNAMICS | SYSTEMS | SIMILARITY
Journal Article
Journal Article
Journal of Loss Prevention in the Process Industries, ISSN 0950-4230, 11/2015, Volume 38, pp. 11 - 23
Deepwater drilling is one of the high-risk operations in the oil and gas sector due to large uncertainties and extreme operating conditions. In the last few... 
Managed pressure drilling | Dynamic risk analysis | Kick | Bayesian network | Blowout | ENGINEERING, CHEMICAL | BOW-TIE | SYSTEMS | DYNAMIC SAFETY ANALYSIS | Risk assessment | Drilling and boring
Journal Article
Journal of Psychiatric Research, ISSN 0022-3956, 12/2017, Volume 95, pp. 282 - 287
Journal Article
Pattern Recognition, ISSN 0031-3203, 2010, Volume 43, Issue 9, pp. 3059 - 3072
Journal Article
Artificial Intelligence, ISSN 0004-3702, 03/2016, Volume 232, pp. 43 - 53
We introduce the for exact probabilistic inference in Dynamic Bayesian Networks. It unifies state-of-the-art techniques for inference in static and dynamic... 
Dynamic Bayesian Networks | Probabilistic graphical models | Probabilistic inference | Knowledge compilation | INFERENCE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Algorithms | Analysis | Networks | State of the art | Dynamics | Inference | Artificial intelligence | Bayesian analysis | Expert systems
Journal Article