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» Toward knowledge-rich data mining
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134
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CIKM
2006
Springer
15 years 7 months ago
An integer programming approach for frequent itemset hiding
The rapid growth of transactional data brought, soon enough, into attention the need of its further exploitation. In this paper, we investigate the problem of securing sensitive k...
Aris Gkoulalas-Divanis, Vassilios S. Verykios
140
Voted
ICDM
2008
IEEE
115views Data Mining» more  ICDM 2008»
15 years 10 months ago
Toward Faster Nonnegative Matrix Factorization: A New Algorithm and Comparisons
Nonnegative Matrix Factorization (NMF) is a dimension reduction method that has been widely used for various tasks including text mining, pattern analysis, clustering, and cancer ...
Jingu Kim, Haesun Park
144
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KDD
2009
ACM
205views Data Mining» more  KDD 2009»
15 years 10 months ago
From active towards InterActive learning: using consideration information to improve labeling correctness
Data mining techniques have become central to many applications. Most of those applications rely on so called supervised learning algorithms, which learn from given examples in th...
Abraham Bernstein, Jiwen Li
239
Voted
ICDE
2006
IEEE
108views Database» more  ICDE 2006»
16 years 5 months ago
On the Inverse Classification Problem and its Applications
In this paper, we discuss the inverse classification problem, in which we desire to define the features of an incomplete record in such a way that will result in a desired class l...
Charu C. Aggarwal, Chen Chen, Jiawei Han
102
Voted
WKDD
2008
CPS
97views Data Mining» more  WKDD 2008»
15 years 10 months ago
Knowledge Management in the Ubiquitous Software Development
The continuous technical advances have lead to the proliferation of very small and very cheap microprocessors, equipped with sensors and capacity of wireless communication. The in...
José Miguel Rubio León