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Extraction of social context and application to personal multimedia exploration

Published: 23 October 2006 Publication History

Abstract

Personal media collections are often viewed and managed along the social dimension, the places we spend time at and the people we see, thus tools for extracting and using this information are required. We present novel algorithms for identifying socially significant places termed social spheres unobtrusively from GPS traces of daily life, and label them as one of Home, Work, or Other, with quantitative evaluation of 9 months taken from 5 users. We extract locational co-presence of these users and formulate a novel measure of social tie strength based on frequency of interaction, and the nature of spheres it occurs within. Comparative user studies of a multimedia browser designed to demonstrate the utility of social metadata indicate the usefulness of a simple interface allowing navigation and filtering in these terms. We note the application of social context is potentially much broader than personal media management, including context-aware device behaviour, life logs, social networks, and location-aware information services.

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Cited By

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  • (2022)Toward privacy-aware federated analytics of cohorts for smart mobilityFrontiers in Computer Science10.3389/fcomp.2022.8912064Online publication date: 27-Jul-2022
  • (2019)Personalized Visited-POI Assignment to Individual Raw GPS TrajectoriesACM Transactions on Spatial Algorithms and Systems10.1145/33176675:3(1-28)Online publication date: 12-Aug-2019
  • (2018)PageSenseIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2016.259870228:1(254-266)Online publication date: 1-Jan-2018
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      cover image ACM Conferences
      MM '06: Proceedings of the 14th ACM international conference on Multimedia
      October 2006
      1072 pages
      ISBN:1595934472
      DOI:10.1145/1180639
      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]

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      Publication History

      Published: 23 October 2006

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      Author Tags

      1. multimedia browsing
      2. social context

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      MM06
      MM06: The 14th ACM International Conference on Multimedia 2006
      October 23 - 27, 2006
      CA, Santa Barbara, USA

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      Cited By

      View all
      • (2022)Toward privacy-aware federated analytics of cohorts for smart mobilityFrontiers in Computer Science10.3389/fcomp.2022.8912064Online publication date: 27-Jul-2022
      • (2019)Personalized Visited-POI Assignment to Individual Raw GPS TrajectoriesACM Transactions on Spatial Algorithms and Systems10.1145/33176675:3(1-28)Online publication date: 12-Aug-2019
      • (2018)PageSenseIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2016.259870228:1(254-266)Online publication date: 1-Jan-2018
      • (2015)Socially aware mobile application integrations in heterogeneous environmentsInternational Journal of High Performance Computing and Networking10.1504/IJHPCN.2015.0665358:1(61-70)Online publication date: 1-Dec-2015
      • (2014)Probabilistic identification of visited point-of-interest for personalized automatic check-inProceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing10.1145/2632048.2632092(631-642)Online publication date: 13-Sep-2014
      • (2013)Mobile Context Data MiningSocial Media Mining and Social Network Analysis10.4018/978-1-4666-2806-9.ch002(19-38)Online publication date: 2013
      • (2013)Survey of Context Provisioning MiddlewareIEEE Communications Surveys & Tutorials10.1109/SURV.2013.010413.0020715:3(1492-1519)Online publication date: Nov-2014
      • (2012)ImageSenseACM Transactions on Multimedia Computing, Communications, and Applications10.1145/2071396.20714028:1(1-18)Online publication date: 3-Feb-2012
      • (2012)A Demonstration of Mining Significant Places from Cell ID Trajectories through a Geo-grid Based Approach2012 IEEE 13th International Conference on Mobile Data Management10.1109/MDM.2012.70(328-331)Online publication date: Jul-2012
      • (2012)Social multimediaMultimedia Tools and Applications10.1007/s11042-010-0538-756:1(9-34)Online publication date: 1-Jan-2012
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