Nothing Special   »   [go: up one dir, main page]

skip to main content
10.1145/1277741.1277762acmconferencesArticle/Chapter ViewAbstractPublication PagesirConference Proceedingsconference-collections
Article

Towards automatic extraction of event and place semantics from flickr tags

Published: 23 July 2007 Publication History

Abstract

We describe an approach for extracting semantics of tags, unstructured text-labels assigned to resources on the Web, based on each tag's usage patterns. In particular, we focus on the problem of extracting place and event semantics for tags that are assigned to photos on Flickr, a popular photo sharing website that supports time and location (latitude/longitude) metadata. We analyze two methods inspired by well-known burst-analysis techniques and one novel method: Scale-structure Identification. We evaluate the methods on a subset of Flickr data, and show that our Scale-structure Identification method outperforms the existing techniques. The approach and methods described in this work can be used in other domains such as geo-annotated web pages, where text terms can be extracted and associated with usage patterns.

References

[1]
R. Aipperspach, T. Rattenbury, A. Woodruff, and J. Canny. A quantitative method for revealing and comparing places in the home. In Proc. Ubicomp. Springer, 2006.
[2]
E. Amitay, N. Har'El, R. Sivan, and A. Soffer. Web-a-where: geotagging web content. In Proc. SIGIR, p 273--280. ACM, 2004.
[3]
A. Arampatzis, M. van Kreveld, I. Reinbacher, P. Clough, H. Joho, M. Sanderson, C. B. Jones, S. Vaid, M. Benkert, and A. Wolff. Web-based delineation of imprecise regions. In Proc. of the workshop on Geographic Information Retrieval at SIGIR2004, 2004.
[4]
G. Box and G. Jenkins. Time series analysis: forecasting and control. Cambridge Univ. Press, 1976.
[5]
D. C. Bulterman. Is it time for a moratorium on metadata? IEEE MultiMedia, 11(4):10--17, 2004.
[6]
O. Buyukokkten, J. Cho, H. Garcia-Molina, L. Gravano, and N. Shivakumar. Exploiting geographical location information of web pages. In WebDB'99, 1999.
[7]
L. Cai and T. Hofmann. Text categorization by boosting automatically extracted concepts. In Proc. SIGIR, p 182--189. ACM, 2003.
[8]
J. Ding, L. Gravano, and N. Shivakumar. Computing geographical scopes of web resources. In Proc. Very Large Databases, p 545--556. Morgan Kaufmann, 2000.
[9]
M. Dubinko, R. Kumar, J. Magnani, J. Novak, P. Raghavan, and A. Tomkins. Visualizing tags over time. In Proc. WWW, p 193--202. ACM, 2006.
[10]
Flickr.com. http://www.flickr.com.
[11]
S. A. Golder and B. A. Huberman. Usage patterns of collaborative tagging systems. J. Inf. Sci., 32(2):198--208, 2006.
[12]
A. Graham, H. Garcia-Molina, A. Paepcke, and T. Winograd. Time as essence for photo browsing through personal digital libraries. In Proc. of ACM/IEEE-CS Joint Conf. on Digital Libraries, 2002.
[13]
V. Guralnik and J. Srivastava. Event detection from time series data. In Proc. SIGKDD, p 33--42. ACM, 1999.
[14]
A. Jaffe, M. Naaman, T. Tassa, and M. Davis. Generating summaries and visualization for large collections of geo-referenced photographs. In Proc. Multimedia Information Retrieval, p 89--98. ACM, 2006.
[15]
J. Kleinberg. Bursty and hierarchical structure in streams. Knowledge discovery and data mining, 7(4):373--397, 2003.
[16]
M. Kulldorff. Spatial scan statistics: models, calculations, and applications. In Scan Statistics and Applications, p 303--322, 1999.
[17]
C. Marlow, M. Naaman, D. Boyd, and M. Davis. HT06, tagging paper, taxonomy, flickr, academic article, to read. In Proc. HYPERTEXT, p 31--40. ACM, 2006.
[18]
D. McDowall, R. McCleary, E. E. Meidinger, and R. A. H. Jr. Interrupted Time Series Analysis. Sage University Paper Series on Quantitative Applications in the Social Sciences, 1980.
[19]
M. Naaman, A. Paepcke, and H. Garcia-Molina. From where to what: Metadata sharing for digital photographs with geographic coordinates. In Proc. CoopIS, 2003.
[20]
M. Naaman, Y. J. Song, A. Paepcke, and H. Garcia-Molina. Automatic organization for digital photographs with geographic coordinates. In Proc. JDCL, 2004.
[21]
A. Pigeau and M. Gelgon. Organizing a personal image collection with statistical model-based ICL clustering on spatio-temporal camera phone meta-data. J. of Visual Comm. and Image Rep., 15(3):425--445, 2004.
[22]
R. Purves, P. Clough, and H. Joho. Identifying imprecise regions for geographic information retrieval using the web. In GISRUK, 2005.
[23]
P. Schmitz. Inducing ontology from flickr tags. In Proc. of the workshop on Collaborative Web Tagging at WWW2006, 2006.
[24]
A. Stent and A. Loui. Using event segmentation to improve indexing of consumer photographs. In Proc. SIGIR, p 59--65. ACM, 2001.
[25]
M. Vlachos, C. Meek, Z. Vagena, and D. Gunopulos. Identifying similarities, periodicities and bursts for online search queries. In Proc. SIGMOD, p 131--142. ACM, 2004.
[26]
A. Witkin. Scale space filtering. In Proc. Int'l Joint Conf. Artificial Intelligence, p 1019--1022, 1983.
[27]
J. Zacks and B. Tversky. Event structure in perception and conception. In Psychological Bulletin, 127(1):3--21, 2001.

Cited By

View all
  • (2024)Symmetric image compression network with improved normalization attention mechanismJournal of Electronic Imaging10.1117/1.JEI.33.3.03302833:03Online publication date: 1-May-2024
  • (2024)Social media data for content creation in location-based gamesJournal of Location Based Services10.1080/17489725.2024.2414000(1-28)Online publication date: 30-Oct-2024
  • (2023)Social Media Driven Big Data Analysis for Disaster Situation Awareness: A TutorialIEEE Transactions on Big Data10.1109/TBDATA.2022.31584319:1(1-21)Online publication date: 1-Feb-2023
  • Show More Cited By

Index Terms

  1. Towards automatic extraction of event and place semantics from flickr tags

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    SIGIR '07: Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
    July 2007
    946 pages
    ISBN:9781595935977
    DOI:10.1145/1277741
    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 ACM 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: 23 July 2007

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. event identification
    2. place identification
    3. tag semantics
    4. tagging systems
    5. word semantics

    Qualifiers

    • Article

    Conference

    SIGIR07
    Sponsor:
    SIGIR07: The 30th Annual International SIGIR Conference
    July 23 - 27, 2007
    Amsterdam, The Netherlands

    Acceptance Rates

    Overall Acceptance Rate 792 of 3,983 submissions, 20%

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)20
    • Downloads (Last 6 weeks)6
    Reflects downloads up to 16 Dec 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2024)Symmetric image compression network with improved normalization attention mechanismJournal of Electronic Imaging10.1117/1.JEI.33.3.03302833:03Online publication date: 1-May-2024
    • (2024)Social media data for content creation in location-based gamesJournal of Location Based Services10.1080/17489725.2024.2414000(1-28)Online publication date: 30-Oct-2024
    • (2023)Social Media Driven Big Data Analysis for Disaster Situation Awareness: A TutorialIEEE Transactions on Big Data10.1109/TBDATA.2022.31584319:1(1-21)Online publication date: 1-Feb-2023
    • (2022)Image Aesthetic Assessment: A Comparative Study of Hand-Crafted & Deep Learning ModelsIEEE Access10.1109/ACCESS.2022.320919610(101770-101789)Online publication date: 2022
    • (2021)Crowd-Sourced City Images: Decoding Multidimensional Interaction between Imagery Elements with Volunteered PhotosISPRS International Journal of Geo-Information10.3390/ijgi1011074010:11(740)Online publication date: 1-Nov-2021
    • (2021)Discovering shopping visitors’ behavior and preferences using geo-tagged social photos: a case study of Los Angeles CityJournal of Marketing Analytics10.1057/s41270-021-00107-wOnline publication date: 23-Feb-2021
    • (2020)Quantifying the Characteristics of the Local Urban Environment through Geotagged Flickr Photographs and Image RecognitionISPRS International Journal of Geo-Information10.3390/ijgi90402649:4(264)Online publication date: 19-Apr-2020
    • (2020)Spatial Context-Based Local Toponym Extraction and Chinese Textual Address Segmentation from Urban POI DataISPRS International Journal of Geo-Information10.3390/ijgi90301479:3(147)Online publication date: 3-Mar-2020
    • (2020)Differentiating Population Spatial Behavior Using Representative Features of Geospatial Mobility (ReFGeM)ACM Transactions on Spatial Algorithms and Systems10.1145/33620636:1(1-25)Online publication date: 6-Feb-2020
    • (2020)Learning locality maps from noisy geospatial labelsProceedings of the 35th Annual ACM Symposium on Applied Computing10.1145/3341105.3373933(601-608)Online publication date: 30-Mar-2020
    • Show More Cited By

    View Options

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media