The Convergence of a Cooperation Markov Decision Process System [PDF]
In a general Markov decision progress system, only one agent’s learning evolution is considered. However, considering the learning evolution of a single agent in many problems has some limitations, more and more applications involve multi-agent.
Xiaoling Mo, Daoyun Xu, Zufeng Fu
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Improving RED algorithm congestion control by using the Markov decision process [PDF]
Congestion control plays an essential role on the internet to manage overload, which affects data transmission performance. The random early detection (RED) algorithm belongs to active queue management (AQM), which is used to manage internet traffic. The
Amar A. Mahawish, Hassan J. Hassan
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Intelligent Sensing in Dynamic Environments Using Markov Decision Process [PDF]
In a network of low-powered wireless sensors, it is essential to capture as many environmental events as possible while still preserving the battery life of the sensor node. This paper focuses on a real-time learning algorithm to extend the lifetime of a
Asad M. Madni +3 more
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Data-Driven Markov Decision Process Approximations for Personalized Hypertension Treatment Planning [PDF]
Background: Markov decision process (MDP) models are powerful tools. They enable the derivation of optimal treatment policies but may incur long computational times and generate decision rules that are challenging to interpret by physicians.
Greggory J. Schell PhD +4 more
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Multi-Vehicle Tracking via Real-Time Detection Probes and a Markov Decision Process Policy [PDF]
Online multi-object tracking (MOT) has broad applications in time-critical video analysis scenarios such as advanced driver-assistance systems (ADASs) and autonomous driving.
Yi Zou +3 more
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Unusual Japanese Decision-making: Markov Process of Decision-making [PDF]
There is not enough research on decision-making and management process of organizations that do not make a profit. Economists should include healthy companies, as well as sick ones, the same way doctors do.
Nobumichi WATAHIKI +4 more
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Dialogue Strateqy Integrating Markov Decision Process and Information Entropy [PDF]
Dialogue strategy is an important component in the human-machine dialogue system,and its performance directly affects the performance of the dialogue system.In a cold start scenario without any data,it is complex and time-consuming to collect dialogue ...
ZHU Yingbo, ZHAO Yangyang, WANG Pei, YIN Kai, WANG Zhenyu
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Controllable Summarization with Constrained Markov Decision Process
We study controllable text summarization, which allows users to gain control on a particular attribute (e.g., length limit) of the generated summaries. In this work, we propose a novel training framework based on Constrained Markov Decision Process (CMDP)
Hou Pong Chan, Lu Wang, Irwin King
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Quantum logic gate synthesis as a Markov decision process
Reinforcement learning has witnessed recent applications to a variety of tasks in quantum programming. The underlying assumption is that those tasks could be modeled as Markov decision processes (MDPs).
M. Sohaib Alam +2 more
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A Markov Decision Process with Awareness and Present Bias in Decision-Making
We propose a Markov Decision Process Model that blends ideas from Psychological research and Economics to study decision-making in individuals with self-control problems.
Federico Bizzarri +2 more
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