Consumer Data and Privacy in Ubiquitous Computing: Master's thesis

Teemu Mutanen

Research output: Book/ReportBook (author)

Abstract

The privacy-preserving perspective on data mining is relatively young area. The research done in the area is mainly theoretical. The current trend with growing amount of personalization in online services has created also applications for personalized marketing. Personalized marketing services use detailed information about the context and personal history of a customer. This needs sophisticated individual identification methods, which raise privacy concern. The novelty in privacy-preserving methods is that sensitive and distributed data could be used for data mining task and the privacy of individuals is preserved. This work has two objectives: first is to use consumer data from distributed sources and study how customer segmentation is possible while preserving the privacy. The idea is to conduct the customer segmentation in a way that the data need not leave the agent holding the data. The other objective is the value of the knowledge acquired from collectively conducted segmentation. We believe that collectively conducted segmentation produces knowledge that cannot be acquired otherwise. The results of this work show that privacypreserving customer segmentation is possible and the collectively conducted segmentation produces new knowledge.
Original languageEnglish
Place of PublicationEspoo
PublisherVTT Technical Research Centre of Finland
Number of pages92
ISBN (Electronic)978-951-38-7031-7
Publication statusPublished - 2007
MoE publication typeC1 Separate scientific books

Publication series

SeriesVTT Publications
Number647
ISSN1235-0621

Keywords

  • consumer data
  • privacy-preserving data mining
  • ubiquitous computing

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  • Cite this

    Mutanen, T. (2007). Consumer Data and Privacy in Ubiquitous Computing: Master's thesis. VTT Technical Research Centre of Finland. VTT Publications, No. 647 http://www.vtt.fi/inf/pdf/publications/2007/P647.pdf