1. On constrained spectral clustering and its applications

   • Xiang Wang
   • Buyue Qian
   • Ian Davidson

   OriginalPaper 18 September 2012 Pages: 1 - 30

2. Hierarchical co-clustering: off-line and incremental approaches

   • Ruggero G. Pensa
   • Dino Ienco
   • Rosa Meo

   OriginalPaper 25 September 2012 Pages: 31 - 64

3. The effect of homogeneity on the computational complexity of combinatorial data anonymization

   • Robert Bredereck
   • André Nichterlein
   • Geevarghese Philip

   OriginalPaper 13 October 2012 Pages: 65 - 91

4. Training and assessing classification rules with imbalanced data

   • Giovanna Menardi
   • Nicola Torelli

   OriginalPaper 30 October 2012 Pages: 92 - 122

5. Generalized Dirichlet priors for Naïve Bayesian classifiers with multinomial models in document classification

   • Tzu-Tsung Wong

   OriginalPaper 07 November 2012 Pages: 123 - 144

6. Anomaly detection in large-scale data stream networks

   • Duc-Son Pham
   • Svetha Venkatesh
   • Saha Budhaditya

   OriginalPaper 02 December 2012 Pages: 145 - 189

   

7. Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection

   • Erich Schubert
   • Arthur Zimek
   • Hans-Peter Kriegel

   OriginalPaper 18 December 2012 Pages: 190 - 237

   

8. A statistical significance testing approach to mining the most informative set of patterns

   • Jefrey Lijffijt
   • Panagiotis Papapetrou
   • Kai Puolamäki

   OriginalPaper 19 December 2012 Pages: 238 - 263