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A human-centered perspective on multimedia data science: tutorial overview

Published: 29 October 2012 Publication History

Abstract

This tutorial focuses on the analysis of user behavior in multimedia through large-scale data analysis. This includes discovering and leveraging search and navigation patterns, understanding how elements of interaction impact behavior, and how we can use controlled experiments in combination with user studies and other techniques to gain insights into human behavior with a particular emphasis on multimedia, particularly in the context of social media.

References

[1]
Tim Berners-Lee, Wendy Hall, James A. Hendler, Kieron O'Hara, Nigel Shadbolt, and Daniel J. Weitzner, A framework for web science, Found. Trends Web Sci.textbf1 (2006), no. 1, 1--130.
[2]
Alejandro Jaimes, Nicu Sebe, and Daniel Gatica-Perez, Human-centered computing: a multimedia perspective, Proceedings of the 14th annual ACM international conference on Multimedia (New York, NY, USA), MULTIMEDIA '06, ACM, 2006, pp. 855--864.
[3]
Duncan J. Watts, The "new" science of networks, Annual Review of Sociology (2004), 243--270.

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    cover image ACM Conferences
    MM '12: Proceedings of the 20th ACM international conference on Multimedia
    October 2012
    1584 pages
    ISBN:9781450310895
    DOI:10.1145/2393347

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 29 October 2012

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    1. data science
    2. multimedia

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    MM '12
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    MM '12: ACM Multimedia Conference
    October 29 - November 2, 2012
    Nara, Japan

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