[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1145/3183713.3193560acmconferencesArticle/Chapter ViewAbstractPublication PagesmodConference Proceedingsconference-collections
research-article
Public Access

EPUI: Experimental Platform for Urban Informatics

Published: 27 May 2018 Publication History

Abstract

Recent studies in urban navigation have revealed new demands (e.g., diversity, safety, happiness, serendipity) for the navigation services that are critical to providing useful recommendations to travelers. This exposes the need to design next-generation navigation services that accommodate these newly emerging aspects. In this paper, we present a prototype system, namely, EPUI (an Experimental Platform of Urban Informatics), which provides a testbed for exploring and evaluating venues and route recommendation solutions that balance between different objectives (i.e., demands) including the newly discovered ones. In addition, EPUI incorporates a modularized design, enabling researchers to upload their own algorithms and compare them to well-known algorithms using different performance metrics. Its user interface makes it easily usable by both end-user and experienced researchers.

References

[1]
Openstreetmap. http://www.openstreetmap.org, 2017.
[2]
Pittsburgh police arrest data. https://catalog.data.gov/dataset/pittsburgh-police-arrest-data, 2017.
[3]
V. Ceikute and C. S. Jensen. Vehicle routing with user-generated trajectory data. In 16th IEEE MDM, 2015.
[4]
Z. Chen, H. T. Shen, and X. Zhou. Discovering popular routes from trajectories. In IEEE ICDE, 2011.
[5]
P. Ciaccia, M. Patella, and P. Zezula. M-tree: An efficient access method for similarity search in metric spaces. In VLDB, 1997.
[6]
M. Drosou and E. Pitoura. Multiple radii disc diversity: Result diversification based on dissimilarity and coverage. ACM TODS, 40(1), Article No. 4, 2015.
[7]
E. Galbrun, K. Pelechrinis, and E. Terzi. Urban navigation beyond shortest route: The case of safe paths. Information Systems, 57(C):160--171, 2016.
[8]
X. Ge, P. K. Chrysanthis, and A. Labrinidis. Preferential diversity. In ACM ExploreDB, 2015.
[9]
X. Ge, P. K. Chrysanthis, and K. Pelechrinis. Mpg: Not so random exploration of a city. In IEEE MDM, 2016.
[10]
X. Ge, A. Daphalapurkar, M. Shimpi, D. Kohli, K. Pelechrinis, P. K. Chrysanthis, and D. Zeinalipour-Yazti. Data-driven serendipity navigation in urban places. In IEEE ICDCS, 2017.
[11]
A. Gionis, T. Lappas, K. Pelechrinis, and E. Terzi. Customized tour recommendations in urban areas. In ACM WSDM, 2014.
[12]
T. Kurashima, T. Iwata, G. Irie, and K. Fujimura. Travel route recommendation using geotags in photo sharing sites. In ACM CIKM, 2010.
[13]
T. Mikolov, K. Chen, G. Corrado, and J. Dean. Distributed representations of words and phrases and their compositionality. In NIPS, 2013.
[14]
D. Quercia, R. Schifanella, and L. M. Aiello. The shortest path to happiness: Recommending beautiful, quiet, and happy routes in the city. In ACM HT, 2014.
[15]
S. Shang, R. Ding, B. Yuan, K. Xie, K. Zheng, and P. Kalnis. User oriented trajectory search for trip recommendation. In EDBT, 2012.
[16]
S. Shang, R. Ding, K. Zheng, C. S. Jensen, P. Kalnis, and X. Zhou. Personalized trajectory matching in spatial networks. The VLDB Journal, 23(3):449--468, 2014.
[17]
L.-Y. Wei, Y. Zheng, and W.-C. Peng. Constructing popular routes from uncertain trajectories. In ACM KDD, 2012.
[18]
J. Yuan, Y. Zheng, X. Xie, and G. Sun. T-drive: Enhancing driving directions with taxi drivers' intelligence. IEEE TKDE, 25(1):220--232, 2013.

Cited By

View all
  • (2024)On Urban Data Analytics and Applications in the Big Data Era2024 25th IEEE International Conference on Mobile Data Management (MDM)10.1109/MDM61037.2024.00067(328-330)Online publication date: 24-Jun-2024
  • (2020)Serendipity-based Points-of-Interest NavigationACM Transactions on Internet Technology10.1145/339119720:4(1-32)Online publication date: 1-Oct-2020

Index Terms

  1. EPUI: Experimental Platform for Urban Informatics

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    SIGMOD '18: Proceedings of the 2018 International Conference on Management of Data
    May 2018
    1874 pages
    ISBN:9781450347037
    DOI:10.1145/3183713
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

    Sponsors

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 27 May 2018

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. poi recommendation
    2. urban informatics

    Qualifiers

    • Research-article

    Funding Sources

    Conference

    SIGMOD/PODS '18
    Sponsor:

    Acceptance Rates

    SIGMOD '18 Paper Acceptance Rate 90 of 461 submissions, 20%;
    Overall Acceptance Rate 785 of 4,003 submissions, 20%

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)97
    • Downloads (Last 6 weeks)10
    Reflects downloads up to 25 Dec 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2024)On Urban Data Analytics and Applications in the Big Data Era2024 25th IEEE International Conference on Mobile Data Management (MDM)10.1109/MDM61037.2024.00067(328-330)Online publication date: 24-Jun-2024
    • (2020)Serendipity-based Points-of-Interest NavigationACM Transactions on Internet Technology10.1145/339119720:4(1-32)Online publication date: 1-Oct-2020

    View Options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Login options

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media