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Reinforcement Learning in the Ridesharing Marketplace / by Zhiwei (Tony) Qin, Xiaocheng Tang, Qingyang Li, Hongtu Zhu, Jieping Ye.
Springer Nature - Synthesis Collection of Technology Collection 14 (2025) Available online
View online- Format:
- Book
- Author/Creator:
- Qin, Zhiwei (Tony).
- Series:
- Synthesis Lectures on Learning, Networks, and Algorithms, 2690-4314
- Language:
- English
- Subjects (All):
- Machine learning.
- Application software.
- Artificial intelligence.
- Algorithms.
- Mathematics--Data processing.
- Mathematics.
- Business information services.
- Machine Learning.
- Computer and Information Systems Applications.
- Artificial Intelligence.
- Computational Mathematics and Numerical Analysis.
- Business Information Systems.
- Local Subjects:
- Machine Learning.
- Computer and Information Systems Applications.
- Artificial Intelligence.
- Algorithms.
- Computational Mathematics and Numerical Analysis.
- Business Information Systems.
- Physical Description:
- 1 online resource (134 pages)
- Edition:
- 1st ed. 2025.
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2025.
- Summary:
- This book provides a comprehensive overview of reinforcement learning for ridesharing applications. The authors first lay out the fundamentals of the ridesharing system architectures and review the basics of reinforcement learning, including the major applicable algorithms. The book describes the research problems associated with the various aspects of a ridesharing system and discusses the existing reinforcement learning approaches for solving them. The authors survey the existing research on each problem, and then examine specific case studies. The book also includes a review of two of methods closely related to reinforcement learning: approximate dynamic programming and model-predictive control. .
- Contents:
- Introduction
- Ridesharing
- Reinforcement Learning Prime
- Pricing & Incentives
- Online Matching
- Vehicle Repositioning
- Routing
- Ride-pooling
- Related Methods
- Open Resources
- Challenges and Opportunities
- Closing Remarks.
- Notes:
- Description based on publisher supplied metadata and other sources.
- Other Format:
- Print version: Qin, Zhiwei (Tony) Reinforcement Learning in the Ridesharing Marketplace
- ISBN:
- 9783031596407
- OCLC:
- 1452601049
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