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Home / Proceedings / Proceedings of the International Conference on Automated Planning and Scheduling, 31 / Book One

Online Hedge Reservation for Diverse Plans and Competitive Analysis

February 1, 2023

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Authors

Binghan Wu

University of Sydney


Wei Bao

University of Sydney


Dong Yuan

University of Sydney


Bing Zhou

University of Sydney


DOI:

10.1609/icaps.v31i1.15985


Abstract:

In this paper, we investigate the plan reservation problem with diverse plans in mobile networks. The pricing scheme includes: 1) Pay-as-you-go (PAYG) payment; 2) All-in-one plan: an upfront fee is charged to cover data volume of a period of time; and 3) Directional plan: an upfront fee is charged to cover data volume of a specific app for a period of time. We investigate online plan reservation with competitive analysis, as the data volume is not known until an app is used. The problem is challenging as there are multiple directional plans and one all-in-one plan, creating a large decision space and complicated correlations among the decisions. We propose the Online Hedge Reservation (OHR) Algorithm to solve the problem and prove that it achieves e^beta/(e^beta-1) competitive ratio when each plan is valid till the end of each calendar month and 2e^beta/(e^beta-1) competitive ratio when each plan is valid for a full month, where beta is the ratio of prices of the directional plans and the all-in-one plan. This is an exciting neat extension of the competitive ratio e/(e-1) of the classic ski-rental problem. Finally, trace-driven simulation is conducted to further verify the advantages of the OHR Algorithm.

Topics: ICAPS

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HOW TO CITE:

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou Online Hedge Reservation for Diverse Plans and Competitive Analysis Proceedings of the International Conference on Automated Planning and Scheduling, 31 (2021) 396-404.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou Online Hedge Reservation for Diverse Plans and Competitive Analysis ICAPS 2021, 396-404.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou (2021). Online Hedge Reservation for Diverse Plans and Competitive Analysis. Proceedings of the International Conference on Automated Planning and Scheduling, 31, 396-404.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou. Online Hedge Reservation for Diverse Plans and Competitive Analysis. Proceedings of the International Conference on Automated Planning and Scheduling, 31 2021 p.396-404.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou. 2021. Online Hedge Reservation for Diverse Plans and Competitive Analysis. "Proceedings of the International Conference on Automated Planning and Scheduling, 31". 396-404.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou. (2021) "Online Hedge Reservation for Diverse Plans and Competitive Analysis", Proceedings of the International Conference on Automated Planning and Scheduling, 31, p.396-404

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou, "Online Hedge Reservation for Diverse Plans and Competitive Analysis", ICAPS, p.396-404, 2021.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou. "Online Hedge Reservation for Diverse Plans and Competitive Analysis". Proceedings of the International Conference on Automated Planning and Scheduling, 31, 2021, p.396-404.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou. "Online Hedge Reservation for Diverse Plans and Competitive Analysis". Proceedings of the International Conference on Automated Planning and Scheduling, 31, (2021): 396-404.

Binghan Wu||Wei Bao||Dong Yuan||Bing Zhou. Online Hedge Reservation for Diverse Plans and Competitive Analysis. ICAPS[Internet]. 2021[cited 2023]; 396-404.


ISSN: 2334-0843


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
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