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» Decision Trees for Uncertain Data
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ICDM
2009
IEEE
124views Data Mining» more  ICDM 2009»
13 years 7 months ago
A Practical Differentially Private Random Decision Tree Classifier
In this paper, we study the problem of constructing private classifiers using decision trees, within the framework of differential privacy. We first construct privacy-preserving ID...
Geetha Jagannathan, Krishnan Pillaipakkamnatt, Reb...
EDBT
2008
ACM
180views Database» more  EDBT 2008»
14 years 10 months ago
Probabilistic ranked queries in uncertain databases
Recently, many new applications, such as sensor data monitoring and mobile device tracking, raise up the issue of uncertain data management. Compared to "certain" data, ...
Xiang Lian, Lei Chen 0002
COR
2004
115views more  COR 2004»
13 years 9 months ago
Evaluation of decision trees: a multi-criteria approach
Data mining (DM) techniques are being increasingly used in many modern organizations to retrieve valuable knowledge structures from organizational databases, including data wareho...
Kweku-Muata Osei-Bryson
KDD
2001
ACM
140views Data Mining» more  KDD 2001»
14 years 2 months ago
Advances in decision tree construction
Johannes Gehrke, Wei-Yin Loh
JMLR
2002
102views more  JMLR 2002»
13 years 9 months ago
Efficient Algorithms for Decision Tree Cross-validation
Cross-validation is a useful and generally applicable technique often employed in machine learning, including decision tree induction. An important disadvantage of straightforward...
Hendrik Blockeel, Jan Struyf