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A PID Controller Approach for Stochastic Optimization of Reinforcement Learning Network
2025 4th International Symposium on Robotics, Artificial Intelligence and Information Engineering (RAIIE)The application of deep learning in the field of image recognition has been very extensive. Common convolutional neural network models such as DenseNet, RegNet, and NASNet have performed well in image recognition.
Shixi Tang +3 more
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Stochastic duels with nonrepairable weapons
Naval Research Logistics Quarterly, 1970This paper examines the effect of limitation, regarding weapons that are likely to fail during the period of deployment, on the final outcome in a stochastic duel model. Inter-firing times as well as inter-failure times have been assumed to be exponentially distributed.
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Stochastic Analysis of Cybersecurity Defense Strategies Under Single Attack Scenario
arXiv.orgThis research presents a novel stochastic framework for proactive cybersecurity defense timing under a single attack scenario. The approach models the defense process as a continuous observation mechanism in which the defense instant and the subsequent ...
Song-Kyoo Kim
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Stochastic Duels with Varying Single-Shot Kill Probabilities
Operations Research, 1967This paper deals with the evaluation of the probability of winning for a duelist when the single-shot kill probability is assumed to depend upon its position in the sequence of the firing pattern. A few examples are discussed.
N. Bhashyam, Naunihal Singh
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Stochastic duels with round‐dependent hit probabilities
Naval Research Logistics Quarterly, 1975AbstractThe effect of round dependent hit probabilities in the fundamental stochastic duel are examined. The general solution and several specific examples are derived where one side's hit probabilities are improved from round to round. For these specific cases the advantages of round to round improvement are explicitly displayed.
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Many-Versus-Many Stochastic Duels
1984Abstract : The free-world literature on Many-Versus-Many Stochastic models of combat firefights (excluding pre-fire-fight optimization models) has been exhaustively searched, collected and reviewed. A bibliography has been prepared. Keywords include: Stochastic, Duels, Many-Versus-Many, Bibliography.
null A. V., Gafarian C. J., Jr. Ancker
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Theory of Stochastic Duels - Miscellaneous Results
1978Abstract : This memorandum presents particular applications of various aspects of the theory of stochastic duels that the author has accumulated over a period of years.
null C. J., Jr Ancker
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On Weak Regret Analysis for Dueling Bandits
Neural Information Processing SystemsWe consider the problem of K -armed dueling bandits in the stochastic setting, under the sole assumption of the existence of a Condorcet winner. We study the objective of weak regret minimization, where the learner doesn’t incur any loss if one of the ...
E. Saad +3 more
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The Journal of Defence Modeling and Simulation: Applications, Methodology, Technology
There is little guidance in the literature concerning the number of simulations required when performing stochastic marksmanship duels to balance obtaining a reliable answer against obtaining that answer quickly.
N. Carnes +4 more
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There is little guidance in the literature concerning the number of simulations required when performing stochastic marksmanship duels to balance obtaining a reliable answer against obtaining that answer quickly.
N. Carnes +4 more
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SOME DISCRETE PROCESSES IN THE THEORY OF STOCHASTIC DUELS
2023Source: Masters Abstracts International, Volume: 09-04, page: 2400.
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