Protection or Privacy? Data Mining and Personal Data

A multiclass classification method based on output design p. 15 Regularized semi-supervised classification on manifold p. 20 Similarity-based sparse feature extraction using local manifold learning p. 30 Generalized conditional entropy and a metric splitting criterion for decision trees p. 35 RNBL-MN : a recursive naive Bayes learner for sequence classification p. 45 TRIPPER : rule learning using taxonomies p. 55 Using weighted nearest neighbor to benefit from unlabeled data p. 60 Constructive meta-level feature selection method based on method repositories p. 70 Variable randomness in decision tree ensembles p. 81 Further improving emerging pattern based classifiers via bagging p. 91 Improving on bagging with input smearing p. 97 Boosting prediction accuracy on imbalanced datasets with SVM ensembles p. 107 DeLiClu : boosting robustness, completeness, usability, and efficiency of hierarchical clustering by a closest pair ranking p. 119 Iterative clustering analysis for grouping missing data in gene expression profiles p. 129 An EM-approach for clustering multi-instance objects p. 139 Mining maximal correlated member clusters in high dimensional database p. 149 Hierarchical clustering based on mathematical optimization p. 160 Clustering multi-represented objects using combination trees p. 174 Parallel density-based clustering of complex objects p. 179 Neighborhood density method for selecting initial cluster centers in K-means clustering p. 189 Uncertain data mining : an example in clustering location data p. 199 Parallel randomized support vector machine p. 205 [epsilon]-tube based pattern selection for support vector machines p. 215 Self-adaptive two-phase support vector clustering for multi-relational data mining p. 225 One-class support vector machines for recommendation tasks p. 230 Heterogeneous information integration in hierarchical text classification p. 240 FISA : feature-based instance selection for imbalanced text classification p. 250 Dynamic category profiling for text filtering and classification p. 255 Detecting citation types using finite-state machines p. 265 A systematic study of parameter correlations in large scale duplicate document detection p. 275 Comparison of documents classification techniques to classify medical reports p. 285 XCLS : a fast and effective clustering algorithm for heterogenous XML documents p. 292 Clustering large collection of biomedical literature based on ontology-enriched bipartite graph representation and mutual refinement strategy p. 303 Level-biased statistics in the hierarchical structure of the Web p. 313