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» Efficient Pattern Mining of Uncertain Data with Sampling
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PAKDD
2010
ACM
208views Data Mining» more  PAKDD 2010»
13 years 6 months ago
Efficient Pattern Mining of Uncertain Data with Sampling
Mining frequent itemsets from transactional datasets is a well known problem with good algorithmic solutions. In the case of uncertain data, however, several new techniques have be...
Toon Calders, Calin Garboni, Bart Goethals
CIDM
2007
IEEE
13 years 8 months ago
An Efficient Distance Calculation Method for Uncertain Objects
Recently the academic communities have paid more attention to the queries and mining on uncertain data. In the tasks such as clustering or nearest-neighbor queries, expected distan...
Lurong Xiao, Edward Hung
ADMA
2010
Springer
250views Data Mining» more  ADMA 2010»
13 years 1 months ago
On Probabilistic Models for Uncertain Sequential Pattern Mining
Muhammad Muzammal, Rajeev Raman
CIKM
2009
Springer
13 years 11 months ago
Frequent subgraph pattern mining on uncertain graph data
Graph data are subject to uncertainties in many applications due to incompleteness and imprecision of data. Mining uncertain graph data is semantically different from and computat...
Zhaonian Zou, Jianzhong Li, Hong Gao, Shuo Zhang
KDD
2009
ACM
269views Data Mining» more  KDD 2009»
14 years 5 months ago
Frequent pattern mining with uncertain data
In this paper, we will examine the frequent pattern mining for uncertain data sets. We will show how the broad classes of algorithms can be extended to the uncertain data setting....
Charu C. Aggarwal, Yan Li, Jianyong Wang, Jing Wan...