Exact Discrete Stochastic Simulation With Deep‐Learning‐Scale Gradient Optimization
A 203,796‐parameter gene regulatory network classifies handwritten digits with 98.4% accuracy using exact stochastic dynamics. The framework decouples forward simulation from backward differentiation, making continuous‐time Markov chain models compatible with deep‐learning optimization.
Jose M. G. Vilar, Leonor Saiz
wiley +1 more source
Intelligent imaging triage systems for reducing waiting anxiety: a narrative review. [PDF]
Zhao Q, Wang H, Li Q.
europepmc +1 more source
Queuing-theory-driven renewable energy investment decisions through artificial expert choices with dynamic hybrid multi-facet fuzzy modeling. [PDF]
Kou G +4 more
europepmc +1 more source
Exploring Temporal Asymmetry in Human Behavior in Social Media Platforms. [PDF]
Chen L +6 more
europepmc +1 more source
Cloud-Edge Resource Scheduling and Offloading Optimization Based on Deep Reinforcement Learning. [PDF]
Yin L, Xie Y, Zhao Z, Gao J.
europepmc +1 more source
Network carrier allocation optimization based on immune algorithm under massive concurrent access. [PDF]
Qi L.
europepmc +1 more source
Joint Access Authentication and Task Collaboration for Dynamic Cross-Domain Resource Management in Satellite Networks. [PDF]
Zhu J +5 more
europepmc +1 more source
Approximate Analysis of General Queuing Networks
An approximate iterative technique for the analysis of complex queuing networks with general service times is presented. The technique is based on an application of Norton's theorem from electrical circuit theory to queuing networks which obey local balance.
U Herzog
exaly +3 more sources
Queuing Theory and Telecommunications
Queuing Theory and Telecommunications : Networks and Applications provides some fundamental knowledge in queuing theory, as well as essential analytical methods and approaches to be employed to evaluate and design telecommunication networks. This work provides methods for teletraffic analysis as well as descriptions of current network technologies such
GIAMBENE G.
openaire +3 more sources
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Approximate Analysis of General Queuing Networks by Decomposition
IRE Transactions on Communications Systems, 1979In this paper an approximate method for the analysis of general queuing networks is proposed. The queuing network is of the open network type, having N single server queuing stations with arbitrary interconnections. Customers may enter the network at any queuing station. The interarrival times of the exogenous arrival processes and the service times at
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