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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Si-Yun Chien

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Open access Oct 2026

Optimizing Outpatient Scheduling Using Bayesian Markov Decision Process and Look-Ahead Simulation: A Case Study of Healthcare Service in Taiwan

Purpose Our purpose is to study of outpatient services face unpredictable demand, periodic patient overload, manpower constraints, and inefficient facility and energy utilization. Existing digital healthcare solutions emphasize prediction but provide limited adaptive decision support under uncertainty. Methods This stu...

Shih-Hsien Tseng, Vanichaya Yanbenjawong, Si-Yun Chien · 0 citations

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