A Condensed Representation of Itemsets for Analyzing Their Evolution over Time

On Structured Output Training: Hard Cases and an Efficient Alternative p. 7 Spares Kernel SVMs via Cutting-Plane Training p. 8 Hybrid Least-Squares Algorithms for Approximate Policy Evaluation p. 9 A Self-training Approach to Cost Sensitive Uncertainty Sampling p. 10 Learning Multi-linear Representations of Distributions for Efficient Inference p. 11 Cost-Sensitive Learning Based on Bregman Divergences p. 12 Data Mining and Knowledge Discovery Journal Abstracts RTG: A Recursive Realistic Graph Generator Using Random Typing p. 13 Taxonomy-Driven Lumping for Sequence Mining p. 29 On Subgroup Discovery in Numerical Domains p. 30 Harnessing the Strengths of Anytime Algorithms for Constant Data streams p. 31 Identifying the Components p. 32 Two-Way Analysis of High-Dimensional Collinear Data p. 33 A Fast Ensemble Pruning Algorithm Based on Pattern Mining Process p. 34 Regular Papers Evaluation Measures for Multi-class Subgroup Discovery p. 35 Empirical Study of Relational Learning Algorithms in the Phase Transition Framework p. 51