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CIKM
2008
Springer
15 years 8 months ago
Structure feature selection for graph classification
With the development of highly efficient graph data collection technology in many application fields, classification of graph data emerges as an important topic in the data mining...
Hongliang Fei, Jun Huan
FIW
2007
157views Communications» more  FIW 2007»
15 years 8 months ago
Managing Feature Interaction by Documenting and Enforcing Dependencies in Software Product Lines
Software product line engineering provides a systematic approach for the reuse of software assets in the production of similar software systems. For such it employs different varia...
Roberto Silveira Silva Filho, David F. Redmiles
NIPS
2008
15 years 8 months ago
Regularized Learning with Networks of Features
For many supervised learning problems, we possess prior knowledge about which features yield similar information about the target variable. In predicting the topic of a document, ...
Ted Sandler, John Blitzer, Partha Pratim Talukdar,...
PAKM
2008
15 years 8 months ago
Classifying Digital Resources in a Practical and Coherent Way with Easy-to-Get Features
With a rich variety of forms and types, digital resources are complex data objects. They grows fast in volume on the Web, but hard to be classified efficiently. The paper presents ...
Chong Chen, Hongfei Yan, Xiaoming Li
UAI
2000
15 years 8 months ago
Feature Selection and Dualities in Maximum Entropy Discrimination
Incorporating feature selection into a classi cation or regression method often carries a number of advantages. In this paper we formalize feature selection speci cally from a dis...
Tony Jebara, Tommi Jaakkola