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ICDM
2006
IEEE
111views Data Mining» more  ICDM 2006»
16 years 25 days ago
Social Capital in Friendship-Event Networks
In this paper, we examine a particular form of social network which we call a friendship-event network. A friendship-event network captures both the friendship relationship among ...
Louis Licamele, Lise Getoor
ICDM
2006
IEEE
93views Data Mining» more  ICDM 2006»
16 years 25 days ago
Comparisons of K-Anonymization and Randomization Schemes under Linking Attacks
Recently K-anonymity has gained popularity as a privacy quantification against linking attacks, in which attackers try to identify a record with values of some identifying attrib...
Zhouxuan Teng, Wenliang Du
ICDM
2006
IEEE
296views Data Mining» more  ICDM 2006»
16 years 25 days ago
Fast Random Walk with Restart and Its Applications
How closely related are two nodes in a graph? How to compute this score quickly, on huge, disk-resident, real graphs? Random walk with restart (RWR) provides a good relevance scor...
Hanghang Tong, Christos Faloutsos, Jia-Yu Pan
ICDM
2006
IEEE
84views Data Mining» more  ICDM 2006»
16 years 25 days ago
Exploratory Under-Sampling for Class-Imbalance Learning
Under-sampling is a class-imbalance learning method which uses only a subset of major class examples and thus is very efficient. The main deficiency is that many major class exa...
Xu-Ying Liu, Jianxin Wu, Zhi-Hua Zhou
ICDM
2006
IEEE
226views Data Mining» more  ICDM 2006»
16 years 25 days ago
Converting Output Scores from Outlier Detection Algorithms into Probability Estimates
Current outlier detection schemes typically output a numeric score representing the degree to which a given observation is an outlier. We argue that converting the scores into wel...
Jing Gao, Pang-Ning Tan
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