C
Charles A. Kamhoua
Researcher at United States Army Research Laboratory
Publications - 231
Citations - 3743
Charles A. Kamhoua is an academic researcher from United States Army Research Laboratory. The author has contributed to research in topics: Game theory & Computer science. The author has an hindex of 23, co-authored 208 publications receiving 2558 citations. Previous affiliations of Charles A. Kamhoua include Raytheon & Washington University in St. Louis.
Papers
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On Development of a Game‐Theoretic Model for Deception‐Based Security
TL;DR: In this article, a game-theoretic model is presented to analyze attack-defense scenarios that use fake nodes (computing devices) for deception under consideration of the system deploying defense resources to protect individual nodes in a cost-effective manner.
Journal ArticleDOI
MAVIPER: Learning Decision Tree Policies for Interpretable Multi-Agent Reinforcement Learning
Stephanie Milani,Zhicheng Zhang,Nicholay Topin,Zheyuan Ryan Shi,Charles A. Kamhoua,Evangelos E. Papalexakis,Fei Fang +6 more
TL;DR: The first set of algorithms that extract interpretable decision-tree policies from neural networks trained with MARL are proposed, and it is shown that both algorithms generally outperform the baselines and that MAVIPER-trained agents achieve better-coordinated performance than IVIPER -trained agents on three multi-agent particle-world environments.
Proceedings Article
Scalable score computation for learning multinomial Bayesian networks over distributed data
TL;DR: This paper proposes a novel approach designed to achieve scalable score computation using the principle of gossiping; lower resource consumption via a probabilistic approach for maintaining scores using the properties of a Markov chain; and effective distribution of tasks during score computation (on large datasets) by synergistically combining well-known hashing techniques.