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Privacy-aware knowledge discovery : novel applications and new techniques

Author: Francesco Bonchi; Elena Ferrari
Publisher: Boca Raton, FL : CRC Press, 2011.
Series: Chapman & Hall/CRC data mining and knowledge discovery series.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"Covering research at the frontier of this field, Privacy-Aware Knowledge Discovery: Novel Applications and New Techniques presents state-of-the-art privacy-preserving data mining techniques for application domains, such as medicine and social networks, that face the increasing heterogeneity and complexity of new forms of data. Renowned authorities from prominent organizations not only cover well-established
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Document Type: Book
All Authors / Contributors: Francesco Bonchi; Elena Ferrari
ISBN: 9781439803653 143980365X
OCLC Number: 676922932
Notes: "A Chapman & Hall book."
Description: xxvii, 514 pages : illustrations ; 25 cm.
Contents: Anonymity technologies for privacy-preserving data publishing and mining / Anna Monreale, Dino Pedreschi, and Ruggero G. Pensa --
Privacy preservation in the publication of sparse multidimensional data / Manolis Terrovitis, Nikos Mamoulis, and Panos Kalnis --
Knowledge hiding in emerging application domains / Osman Abul --
Condensation-based methods in emerging application domains / Yucel Saygin and Mehmet Ercan Nergiz --
Catch, clean, and release : a survey of obstacles and opportunities for network trace sanitization / Keren Tan [and others] --
Output privacy in stream mining / Ting Wang and Ling Liu --
Privacy issues in spatio-temporal data mining / Aris Gkoulalas-Divanis and Vassilios S. Verykios --
Probabilistic grid-based approaches for privacy-preserving data mining on moving object trajectories / Gyözö Gidófalvi, Xuegang Huang, and Torben Bach Pedersen --
Privacy and anonymity in location data management / Claudio Bettini [and others] --
Privacy preservation on time series / Spiros Papadimitriou [and others] --
A segment-based approach to preserve privacy in time series data mining / Yongjian Fu and Ye Zhu --
A survey of challenges and solutions for privacy in clinical genomics data mining / Bradley Malin, Christopher Cassa, and Murat Kantarcioglu --
Privacy-awareness health information sharing / Thomas Trojer [and others] --
Issues with privacy preservation in query log mining / Ricardo Baeza-Yates [and others] --
Preserving privacy in Web recommender systems / Ranieri Baraglia [and others] --
The social Web and privacy : practices, reciprocity and conflict detection in social networks / Seda Gürses and Bettina Berendt --
Privacy protection of personal data in social networks / Barbara Carminati [and others] --
Analyzing private network data / Michael Hay, Gerome Miklau, and David Jensen.
Series Title: Chapman & Hall/CRC data mining and knowledge discovery series.
Responsibility: edited by Francesco Bonchi, Elena Ferrari.

Abstract:

Covers privacy and anonymity for data mining applications. This book presents novel application domains, such as data mining of biomedical and healthcare data. It addresses spatial, temporal, and  Read more...

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