Sciweavers

14 search results - page 3 / 3
» Mining Top-K Frequent Closed Patterns without Minimum Suppor...
Sort
View
ICDE
2008
IEEE
120views Database» more  ICDE 2008»
14 years 6 months ago
Direct Discriminative Pattern Mining for Effective Classification
The application of frequent patterns in classification has demonstrated its power in recent studies. It often adopts a two-step approach: frequent pattern (or classification rule) ...
Hong Cheng, Xifeng Yan, Jiawei Han, Philip S. Yu
KDD
2010
ACM
235views Data Mining» more  KDD 2010»
13 years 9 months ago
Direct mining of discriminative patterns for classifying uncertain data
Classification is one of the most essential tasks in data mining. Unlike other methods, associative classification tries to find all the frequent patterns existing in the input...
Chuancong Gao, Jianyong Wang
EDBT
2009
ACM
138views Database» more  EDBT 2009»
14 years 8 days ago
FOGGER: an algorithm for graph generator discovery
To our best knowledge, all existing graph pattern mining algorithms can only mine either closed, maximal or the complete set of frequent subgraphs instead of graph generators whic...
Zhiping Zeng, Jianyong Wang, Jun Zhang, Lizhu Zhou
PKDD
2010
Springer
124views Data Mining» more  PKDD 2010»
13 years 3 months ago
Summarising Data by Clustering Items
Abstract. For a book, the title and abstract provide a good first impression of what to expect from it. For a database, getting a first impression is not so straightforward. Whil...
Michael Mampaey, Jilles Vreeken