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» Using Anonymized Data for Classification
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155
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ADBIS
2007
Springer
256views Database» more  ADBIS 2007»
15 years 4 months ago
Adaptive k-Nearest-Neighbor Classification Using a Dynamic Number of Nearest Neighbors
Classification based on k-nearest neighbors (kNN classification) is one of the most widely used classification methods. The number k of nearest neighbors used for achieving a high ...
Stefanos Ougiaroglou, Alexandros Nanopoulos, Apost...
130
Voted
KDD
2008
ACM
199views Data Mining» more  KDD 2008»
16 years 29 days ago
Building semantic kernels for text classification using wikipedia
Document classification presents difficult challenges due to the sparsity and the high dimensionality of text data, and to the complex semantics of the natural language. The tradi...
Pu Wang, Carlotta Domeniconi
159
Voted
CONEXT
2009
ACM
15 years 1 months ago
StarClique: guaranteeing user privacy in social networks against intersection attacks
Building on the popularity of online social networks (OSNs) such as Facebook, social content-sharing applications allow users to form communities around shared interests. Millions...
Krishna P. N. Puttaswamy, Alessandra Sala, Ben Y. ...
108
Voted
KDD
2007
ACM
191views Data Mining» more  KDD 2007»
16 years 29 days ago
Privacy-Preserving Data Mining through Knowledge Model Sharing
Privacy-preserving data mining (PPDM) is an important topic to both industry and academia. In general there are two approaches to tackling PPDM, one is statistics-based and the oth...
Patrick Sharkey, Hongwei Tian, Weining Zhang, Shou...
124
Voted
EDBT
2012
ACM
262views Database» more  EDBT 2012»
13 years 3 months ago
The application of differential privacy to health data
Differential privacy has gained a lot of attention in recent years as a general model for the protection of personal information when used and disclosed for secondary purposes. It...
Fida Kamal Dankar, Khaled El Emam