Defining a Roadmap Towards Comparative Research in Online Activity Recognition on Mobile Phones

M. Shoaib, S. Bosch, O. Durmaz, Johan Scholten, Paul J.M. Havinga

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    3 Citations (Scopus)
    65 Downloads (Pure)

    Abstract

    Many context-aware applications based on activity recognition are currently using mobile phones. Most of this work is done in an offline way. However, there is a shift towards an online approach in recent studies, where activity recognition systems are implemented on mobile phones. Unfortunately, most of these studies lack proper reproducibility, resource consumption analysis, validation, position-independence, and personalization. Moreover, they are hard to compare in various aspects due to different experimental setups. In this paper, we present a short overview of the current research on online activity recognition using mobile phones, and highlight their limitations. We discuss these studies in terms of various aspects, such as their experimental setups, position-independence, resource consumption analysis, performance evaluation, and validation. Based on this analysis, we define a roadmap towards a better comparative research on online activity recognition using mobile phones.
    Original languageEnglish
    Title of host publicationProceedings of the 5th International Conference on Pervasive and Embedded Computing and Communication Systems, PECCS 2015
    PublisherSCITEPRESS - Science and Technology Publications
    Pages154-159
    Number of pages6
    ISBN (Print)978-989-758-084-0
    Publication statusPublished - 11 Feb 2015
    Event5th International Conference on Pervasive and Embedded Computing and Communication Systems 2015 - Angers, France
    Duration: 11 Feb 201513 Feb 2015
    Conference number: 5
    http://www.peccs.org/?y=2015

    Conference

    Conference5th International Conference on Pervasive and Embedded Computing and Communication Systems 2015
    Abbreviated titlePECCS 2015
    CountryFrance
    CityAngers
    Period11/02/1513/02/15
    OtherPECCS 2015 will be held in conjunction with PhyCS 2015 and SENSORNETS 2015
    Internet address

    Keywords

    • EWI-25787
    • METIS-312511
    • IR-95382

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