Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands
A great challenge of city planners is to provide efficient and effective connection service to travelers using public transportation system. This is commonly known as the last-mile problem and is critical in promoting the utilization of public transportation system. In this paper, we address the las...
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sg-smu-ink.sis_research-30092015-11-15T05:49:24Z Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands CHENG, Shih-Fen Nguyen, Duc Thien LAU, Hoong Chuin A great challenge of city planners is to provide efficient and effective connection service to travelers using public transportation system. This is commonly known as the last-mile problem and is critical in promoting the utilization of public transportation system. In this paper, we address the last-mile problem by considering a dynamic and demand-responsive mechanism for arranging ride sharing on a non-dedicated commercial fleet (such as taxis or passenger vans). Our approach has the benefits of being dynamic, flexible, and with low setup cost. A critical issue in such ride-sharing service is how riders should be grouped and serviced, and how fares should be split. We propose two auction designs which are used to solicit individual rider's willing payment rate and compensation rate (for extra travel, if any). We demonstrate that these two auctions are budget balanced, individually rational, and incentive compatible. A series of experimental studies based on both synthetic and real-world datasets are designed to demonstrate the pros and cons of our two proposed auction mechanisms in various settings. 2014-05-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/2010 https://ink.library.smu.edu.sg/context/sis_research/article/3009/viewcontent/AAMAS_2014___Auction_mechanism_for_Last_Mile.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Ride sharing mechanism design cost sharing Artificial Intelligence and Robotics Theory and Algorithms Transportation |
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Ride sharing mechanism design cost sharing Artificial Intelligence and Robotics Theory and Algorithms Transportation CHENG, Shih-Fen Nguyen, Duc Thien LAU, Hoong Chuin Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands |
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A great challenge of city planners is to provide efficient and effective connection service to travelers using public transportation system. This is commonly known as the last-mile problem and is critical in promoting the utilization of public transportation system. In this paper, we address the last-mile problem by considering a dynamic and demand-responsive mechanism for arranging ride sharing on a non-dedicated commercial fleet (such as taxis or passenger vans). Our approach has the benefits of being dynamic, flexible, and with low setup cost. A critical issue in such ride-sharing service is how riders should be grouped and serviced, and how fares should be split. We propose two auction designs which are used to solicit individual rider's willing payment rate and compensation rate (for extra travel, if any). We demonstrate that these two auctions are budget balanced, individually rational, and incentive compatible. A series of experimental studies based on both synthetic and real-world datasets are designed to demonstrate the pros and cons of our two proposed auction mechanisms in various settings. |
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CHENG, Shih-Fen Nguyen, Duc Thien LAU, Hoong Chuin |
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CHENG, Shih-Fen Nguyen, Duc Thien LAU, Hoong Chuin |
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CHENG, Shih-Fen |
title |
Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands |
title_short |
Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands |
title_full |
Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands |
title_fullStr |
Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands |
title_full_unstemmed |
Mechanisms for Arranging Ride Sharing and Fare Splitting for Last-Mile Travel Demands |
title_sort |
mechanisms for arranging ride sharing and fare splitting for last-mile travel demands |
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Institutional Knowledge at Singapore Management University |
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2014 |
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https://ink.library.smu.edu.sg/sis_research/2010 https://ink.library.smu.edu.sg/context/sis_research/article/3009/viewcontent/AAMAS_2014___Auction_mechanism_for_Last_Mile.pdf |
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