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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Learning User Preferences to Incentivize Exploration in the Sharing Economy

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Christoph Hirnschall

ETH Zurich


Adish Singla

MPI-SWS


Sebastian Tschiatschek

Microsoft Research


Andreas Krause

ETH Zurich


DOI:

10.1609/aaai.v32i1.11874


Abstract:

We study platforms in the sharing economy and discuss the need for incentivizing users to explore options that otherwise would not be chosen. For instance, rental platforms such as Airbnb typically rely on customer reviews to provide users with relevant information about different options. Yet, often a large fraction of options does not have any reviews available. Such options are frequently neglected as viable choices, and in turn are unlikely to be evaluated, creating a vicious cycle. Platforms can engage users to deviate from their preferred choice by offering monetary incentives for choosing a different option instead. To efficiently learn the optimal incentives to offer, we consider structural information in user preferences and introduce a novel algorithm---Coordinated Online Learning (CoOL)---for learning with structural information modeled as convex constraints. We provide formal guarantees on the performance of our algorithm and test the viability of our approach in a user study with data of apartments on Airbnb. Our findings suggest that our approach is well-suited to learn appropriate incentives and increase exploration on the investigated platform.

Topics: AAAI

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HOW TO CITE:

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause Learning User Preferences to Incentivize Exploration in the Sharing Economy Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause Learning User Preferences to Incentivize Exploration in the Sharing Economy AAAI 2018, .

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause (2018). Learning User Preferences to Incentivize Exploration in the Sharing Economy. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause. Learning User Preferences to Incentivize Exploration in the Sharing Economy. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause. 2018. Learning User Preferences to Incentivize Exploration in the Sharing Economy. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause. (2018) "Learning User Preferences to Incentivize Exploration in the Sharing Economy", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause, "Learning User Preferences to Incentivize Exploration in the Sharing Economy", AAAI, p., 2018.

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause. "Learning User Preferences to Incentivize Exploration in the Sharing Economy". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause. "Learning User Preferences to Incentivize Exploration in the Sharing Economy". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Christoph Hirnschall||Adish Singla||Sebastian Tschiatschek||Andreas Krause. Learning User Preferences to Incentivize Exploration in the Sharing Economy. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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