Reinforcement Learning in the Ridesharing Marketplace
Author | : Zhiwei (Tony) Qin |
Publisher | : Springer Nature |
Total Pages | : 134 |
Release | : |
Genre | : |
ISBN | : 3031596404 |
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Author | : Zhiwei (Tony) Qin |
Publisher | : Springer Nature |
Total Pages | : 134 |
Release | : |
Genre | : |
ISBN | : 3031596404 |
Author | : Jintao Ke |
Publisher | : Elsevier |
Total Pages | : 408 |
Release | : 2023-04-30 |
Genre | : Transportation |
ISBN | : 0443189382 |
Supply and Demand Management in Ride-Sourcing Markets offers a fundamental modeling framework for characterizing ride-sourcing markets by spelling out the complex relationships among key endogenous and exogenous variables in the markets. This book establishes several economic models that can approximate matching frictions between drivers and passengers, describes the equilibrium state of ride-sourcing markets, and more. Based on these models, the book develops an optimum strategy (in terms of trip fare, wage and/or matching) that maximizes platform profit. While the best social optimum solution (for maximizing the social welfare) is generally unsustainable, this book provides options governments can use to encourage second-best solutions. In addition, the book's authors establish models to analyze ride-pooling services, with traffic congestion externalities incorporated into models to see how both new platforms and government designs can optimize operating strategies in response to the level of traffic congestion. - Serves as a foundation for subsequent research studies that investigate ride-sourcing services through mathematical modeling - Offers valuable managerial insights for ride-sourcing platforms and helps them develop more efficient and effective operating strategies - Assists the governments or social planners in designing appropriate regulatory schemes to achieve more sustainable and societally beneficial market outcomes
Author | : Hamid Yaghoubi |
Publisher | : BoD – Books on Demand |
Total Pages | : 242 |
Release | : 2017-01-18 |
Genre | : Technology & Engineering |
ISBN | : 9535128736 |
This book contains a collection of latest research developments on the urban transportation systems. It describes rail transit systems, subways, bus rapid transit (BRT) systems, taxicabs, automobiles, etc. This book also studies the technical parameters and provides a comprehensive overview of the significant characteristics for urban transportation systems, including energy management systems, wireless communication systems, operations and maintenance systems, transport serviceability, environmental problems and solutions, simulation, modelling, analysis, design, safety and risk, standards, traffic congestion, ride quality, air quality, noise and vibration, financial and economic aspects, pricing strategies, etc. This professional book as a credible source can be very applicable and useful for all professors, researchers, students, experienced technical professionals, practitioners and others interested in urban transportation systems.
Author | : Tommy Garling |
Publisher | : Elsevier |
Total Pages | : 487 |
Release | : 2007 |
Genre | : Business & Economics |
ISBN | : 0080448534 |
Key Features: *The book's unique feature is its behavioral science perspective on the threats to quality of urban life from car use and policy measures to reduce car use *It provides a consolidated reference in car ownership and use *Key topical area backed up by international policy e.g. The Kyoto Protocol *The book's unique feature is its behavioral science perspective on the threats to quality of urban life from car use and policy measures to reduce car use *It provides a consolidated reference in car ownership and use *Key topical area backed up by international policy e.g. The Kyoto Protocol.
Author | : Hui Yang |
Publisher | : Springer Nature |
Total Pages | : 474 |
Release | : 2022-01-03 |
Genre | : Business & Economics |
ISBN | : 303075166X |
This volume offers the state-of-the-art research and developments in service science and related research, education and practice areas. It showcases emerging technology and applications in fields including healthcare, energy, finance, information technology, transportation, sports, logistics, and public services. Regardless of size and service, a service organization is a service system. Because of the socio-technical nature of a service system, a systems approach must be adopted to design, develop, and deliver services, aimed at meeting end users’ both utilitarian and socio-psychological needs. Effective understanding of service and service systems often requires combining multiple methods to consider how interactions of people, technology, organizations, and information create value under various conditions. Chapters highlight ways to approach such technical challenges in service science and are based on submissions from the 2020 INFORMS International Conference on Service Science.
Author | : Xi Chen |
Publisher | : Springer Nature |
Total Pages | : 444 |
Release | : 2022-09-20 |
Genre | : Business & Economics |
ISBN | : 3031019261 |
This book examines recent developments in Operations Management, and focuses on four major application areas: dynamic pricing, assortment optimization, supply chain and inventory management, and healthcare operations. Data-driven optimization in which real-time input of data is being used to simultaneously learn the (true) underlying model of a system and optimize its performance, is becoming increasingly important in the last few years, especially with the rise of Big Data.
Author | : Patricia S. Hu |
Publisher | : |
Total Pages | : 164 |
Release | : 1999 |
Genre | : Transportation |
ISBN | : |
The U.S. Dept. of Transport. (DoT) Strategic Plan for FY 1997-2002 identifies 5 performance goals: safety, mobility, econ. growth & trade, human & natural environ., & nat. security. DoT conducts the NPTS to obtain info. on personal travel of U.S. households with respect to why, how, when, where from, where to, how frequently, how long, & with whom. The NPTS also provides info. by subgroups of the pop., e.g., by age, gender, race, zero-vehicle households, which allows important policy analyses of how transport. serves these groups. This report provides the results of the 1995 NPTS of travel by the civilian, non-institutionalized pop. age 5 & older.
Author | : Ming Hu |
Publisher | : Springer |
Total Pages | : 536 |
Release | : 2019-01-11 |
Genre | : Business & Economics |
ISBN | : 3030018636 |
This edited book examines the challenges and opportunities arising from today’s sharing economy from an operations management perspective. Individual chapter authors present state-of-the-art research that examines the general impact of sharing economy on production and consumption; the intermediary role of a sharing platform; crowdsourcing management; and context-based operational problems. Sharing economy refers to a market model that enables and facilitates the sharing of access to goods and services. For example, Uber allows riders to share a car. Airbnb allows homeowners to share their extra rooms with renters. Groupon crowdsources demands, enabling customers to share the benefit of discounted goods and services, whereas Kickstarter crowdsources funds, enabling backers to fund a project jointly. Unlike the classic supply chain settings in which a firm makes inventory and supply decisions, in sharing economy, supply is crowdsourced and can be modulated by a platform. The matching-supply-with-demand process in a sharing economy requires novel perspectives and tools to address challenges and identify opportunities. The book is comprised of 20 chapters that are divided into four parts. The first part explores the general impact of sharing economy on the production, consumption, and society. The second part explores the intermediary role of a sharing platform that matches crowdsourced supply with demand. The third part investigates the crowdsourcing management on a sharing platform, and the fourth part is dedicated to context-based operational problems of popular sharing economy applications. “While sharing economy is becoming omnipresence, the operations management (OM) research community has begun to explore and examine different business models in the transportation, healthcare, financial, accommodation, and sourcing sectors. This book presents a collection of the state-of-the-art research work conducted by a group of world-leading OM researchers in this area. Not only does this book cover a wide range of business models arising from the sharing economy, but it also showcases different modeling frameworks and research methods that cannot be missed. Ultimately, this book is a tour de force – informative and insightful!” Christopher S. Tang Distinguished Professor and Edward Carter Chair in Business Administration UCLA Anderson School of Management
Author | : Marlin Wolf Ulmer |
Publisher | : Springer |
Total Pages | : 209 |
Release | : 2017-04-19 |
Genre | : Business & Economics |
ISBN | : 3319555111 |
This book provides a straightforward overview for every researcher interested in stochastic dynamic vehicle routing problems (SDVRPs). The book is written for both the applied researcher looking for suitable solution approaches for particular problems as well as for the theoretical researcher looking for effective and efficient methods of stochastic dynamic optimization and approximate dynamic programming (ADP). To this end, the book contains two parts. In the first part, the general methodology required for modeling and approaching SDVRPs is presented. It presents adapted and new, general anticipatory methods of ADP tailored to the needs of dynamic vehicle routing. Since stochastic dynamic optimization is often complex and may not always be intuitive on first glance, the author accompanies the ADP-methodology with illustrative examples from the field of SDVRPs. The second part of this book then depicts the application of the theory to a specific SDVRP. The process starts from the real-world application. The author describes a SDVRP with stochastic customer requests often addressed in the literature, and then shows in detail how this problem can be modeled as a Markov decision process and presents several anticipatory solution approaches based on ADP. In an extensive computational study, he shows the advantages of the presented approaches compared to conventional heuristics. To allow deep insights in the functionality of ADP, he presents a comprehensive analysis of the ADP approaches.
Author | : Somprakash Bandyopadhyay |
Publisher | : Springer Nature |
Total Pages | : 268 |
Release | : 2021-02-06 |
Genre | : Education |
ISBN | : 9813367385 |
This book explains the concept of education divide in rural India and identifies various factors that shape and sustain such a divide. In doing so, it also discusses a range of attempts undertaken to bridge the education divide. Subsequently, the book has attempted in providing a socio-technical framework towards optimally deploying social technologies for addressing the issue of education divide of marginalized communities. The proposed framework offers a transition from traditional content-centric, teacher-centric and centralized education ecosystem to a connection-centric, learner-centric and decentralized education ecosystem of the socio-digital age. It demonstrates how Internet-enabled digital platforms, based on the principles of sharism and mass collaboration using social technologies, could help to solve one of the greatest problems facing the world: mitigating the extant education divide by delivering quality education to underprivileged sections of society. The book also presents empirical validation of the proposed framework to show how a community-driven blended learning platform can mobilize the dormant knowledge capital of domain experts to teach underprivileged rural Indian children, as well as help form communities of practice to enable lifelong learning for the rural adult population. The book closes by pointing out the challenges involved in building an equitable education ecosystem using social technologies and ultimately the possibility of creating a fair and equitable society. Given its scope, the book offers a valuable resource for researchers, policymakers and practitioners in the domain of education who want to transform education ecosystems by using technological and process-related innovations to improve educational practices for underprivileged sections of society.