Yazar "İnan, Ali" için listeleme
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Differentially private attribute selection for classification
Var, Esra (Işık Üniversitesi, 2015-06-18)Any study on processing or analyzing large data sets that contain personally sensitive data should conform against some form of privacy protection mechanism. Otherwise, malicious people can aceess these data sets to extract ... -
Efficient privacy-aware record integration
Kuzu, Mehmet; Kantarcıoğlu, Murat; İnan, Ali; Bertino, Elisa; Durham, Elizabeth Ashley; Malin, Bradley A. (2013)The integration of information dispersed among multiple repositories is a crucial step for accurate data analysis in various domains. In support of this goal, it is critical to devise procedures for identifying similar ... -
A hybrid approach to private record matching
İnan, Ali; Kantarcıoğlu, Murat; Ghinita, Gabriel; Bertino, Elisa (IEEE Computer Soc, 2012-10)Real-world entities are not always represented by the same set of features in different data sets. Therefore, matching records of the same real-world entity distributed across these data sets is a challenging task. If the ... -
Mixture of Gaussian models and bayes error under differential privacy
Xi, Bowei; Kantarcıoğlu, Murat; İnan, Ali (2011)Gaussian mixture models are an important tool in Bayesian decision theory. In this study, we focus on building such models over statistical database protected under differential privacy. Our approach involves querying ... -
Mobile applications discovery: a subscriber-centric approach
Erman, Bilgehan; İnan, Ali; Nagarajan, Ramesh; Uzunalioğlu, Hüseyin (Wiley Periodicals, 2011-03)Rapid adoption of smartphones and the business success of the Apple App Store have resulted in the rampant growth of mobile applications. Seeking new revenue opportunities from application development has created a gold ... -
Sınıflandırma için diferansiyel mahremiyete dayalı öznitelik seçimi
Veri madenciliği ve makine öğrenmesi çözümlerinin en önemli ön aşamalarından biri yapılacak analizde kullanılacak verinin özniteliklerinin uygun bir alt kümesini belirlemektir. Sınıflandırma yöntemleri için bu işlem, bir ...