Sciweavers

7150 search results - page 953 / 1430
» Graph-Based Data Mining
Sort
View
ICDM
2009
IEEE
111views Data Mining» more  ICDM 2009»
15 years 11 months ago
A Game Theoretical Model for Adversarial Learning
Abstract—It is now widely accepted that in many situations where classifiers are deployed, adversaries deliberately manipulate data in order to reduce the classifier’s accura...
Wei Liu, Sanjay Chawla
PKDD
2009
Springer
124views Data Mining» more  PKDD 2009»
15 years 11 months ago
Capacity Control for Partially Ordered Feature Sets
Abstract. Partially ordered feature sets appear naturally in many classification settings with structured input instances, for example, when the data instances are graphs and a fe...
Ulrich Rückert
120
Voted
ICDM
2008
IEEE
92views Data Mining» more  ICDM 2008»
15 years 11 months ago
A Shrinkage Approach for Modeling Non-stationary Relational Autocorrelation
Recent research has shown that collective classification in relational data often exhibit significant performance gains over conventional approaches that classify instances indi...
Pelin Angin, Jennifer Neville
ICDM
2008
IEEE
136views Data Mining» more  ICDM 2008»
15 years 11 months ago
Document-Word Co-regularization for Semi-supervised Sentiment Analysis
The goal of sentiment prediction is to automatically identify whether a given piece of text expresses positive or negative opinion towards a topic of interest. One can pose sentim...
Vikas Sindhwani, Prem Melville
ICDM
2008
IEEE
109views Data Mining» more  ICDM 2008»
15 years 11 months ago
Learning by Propagability
In this paper, we present a novel feature extraction framework, called learning by propagability. The whole learning process is driven by the philosophy that the data labels and o...
Bingbing Ni, Shuicheng Yan, Ashraf A. Kassim, Loon...