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» Randomization in Privacy-Preserving Data Mining
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SDM
2009
SIAM
127views Data Mining» more  SDM 2009»
14 years 7 months ago
Learning Random-Walk Kernels for Protein Remote Homology Identification and Motif Discovery.
Anthony J. Bonner, Martin Renqiang Min, Rui Kuang,...
KDD
2009
ACM
239views Data Mining» more  KDD 2009»
14 years 10 months ago
Tell me something I don't know: randomization strategies for iterative data mining
There is a wide variety of data mining methods available, and it is generally useful in exploratory data analysis to use many different methods for the same dataset. This, however...
Heikki Mannila, Kai Puolamäki, Markus Ojala, ...
ICDM
2010
IEEE
108views Data Mining» more  ICDM 2010»
13 years 7 months ago
Assessing Data Mining Results on Matrices with Randomization
Abstract--Randomization is a general technique for evaluating the significance of data analysis results. In randomizationbased significance testing, a result is considered to be in...
Markus Ojala
JCST
2007
76views more  JCST 2007»
13 years 9 months ago
A Semi-Random Multiple Decision-Tree Algorithm for Mining Data Streams
Xuegang Hu, Pei-Pei Li, Xindong Wu, Gong-Qing Wu
SIGKDD
2008
125views more  SIGKDD 2008»
13 years 9 months ago
Incremental pattern discovery on streams, graphs and tensors
Incremental pattern discovery targets streaming applications where the data continuously arrive incrementally. The questions are how to find patterns (main trends) incrementally; ...
Jimeng Sun