Differentially Private System for Residential Energy Management via Markov Decision Process
Tsinghua Science and TechnologyWith the development of smart grid, smart meters play an important role during the process of data collection and delivery, where users’ electricity consumption information may be exposed to malicious users. The attacks to these sensitive information may
Yuan Tian, Yanfeng Shi, Yue Zhang
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A Promising Approach to Optimizing Sequential Treatment Decisions for Depression: Markov Decision Process. [PDF]
Pharmacoeconomics, 2022 Li F, Jörg F, Li X, Feenstra T.
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A stopping rule for discounted Markov decision processes with finite action sets [PDF]
, 2009 summary:In a Discounted Markov Decision Process (DMDP) with finite action sets the Value Iteration Algorithm, under suitable conditions, leads to an optimal policy in a finite number of steps.
Lemus-Rodríguez, Enrique +2 more
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Exploiting Edge Semantics in Job Shop Scheduling Problem With Heterogeneous Graph Transformers
Advanced Intelligent Systems, EarlyView.A heterogeneous graph transformer (HGT) is introduced for reinforcement learning‐based job shop scheduling by explicitly distinguishing precedence and machine‐contention relations through edge‐type‐specific attention. The proposed framework learns richer scheduling representations, improves decision quality over homogeneous graph models, and highlights
Bulent Soykan, Fatih Kasimoglu
wiley +1 more source
Author Correction: Improving RED algorithm congestion control by using the Markov decision process. [PDF]
Sci Rep, 2022 Mahawish A, Hassan HJ.
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Manufacturer - Wholesaler System Study Based on Markov Decision Process
Economic efficiency of trading and manufacturing enterprises is conditioned by a variety of reasons one of them being a proper pricing policy. Besides cost price, sale/demand correlation and marketing tactics many other factors that cannot be fully ...
Čižovs, Jurijs +2 more
core
Accelerating Materials Discovery: A Review of Machine Learning in X‐Ray Absorption Spectroscopy
Advanced Intelligent Systems, EarlyView.This review systematically details how machine learning transforms X‐ray absorption spectroscopy (XAS) analysis. It covers advanced deep learning architectures for structure‐spectra mapping and inverse tasks, while discussing key challenges like the simulation‐to‐reality gap.
Melaku Lake Tegegne +5 more
wiley +1 more source
American Journal of Agricultural Economics, EarlyView.Abstract Large‐scale land reforms constitute a substantial redistribution of wealth and reallocation of agricultural land, which is a major form of asset and production input in developing countries. While land redistribution (from the rich to the poor) remains a highly controversial issue, extensive evidence on its effect is limited.
Devashish Mitra +3 more
wiley +1 more source
Rendezvous planning for multiple autonomous underwater vehicles using a Markov decision process
IET Radar, Sonar & Navigation, 2017 Multiple autonomous underwater vehicles (AUVs) are a potential alternative to conventional large manned vessels for mine countermeasure (MCM) operations.
Veronika Yordanova +2 more
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Modeling eye movement in dynamic interactive tasks for maximizing situation awareness based on Markov decision process. [PDF]
Sci Rep, 2022 Ma S, Guo J, Zeng S, Che H, Pan X.
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