| 2012 | $\mathcal{SHACUN}$ : Semi-supervised Hierarchical Active Clustering Based on Ranking Constraints. Eya Ben Ahmed, Ahlem Nabli, Faïez Gargouri |
| 2012 | A Minimum Spanning Tree-Inspired Clustering-Based Outlier Detection Technique. Xiaochun Wang, Xiali Wang, D. Mitch Wilkes |
| 2012 | Advances in Data Mining. Applications and Theoretical Aspects - 12th Industrial Conference, ICDM 2012, Berlin, Germany, July 13-20, 2012. Proceedings Petra Perner |
| 2012 | An Evolving Associative Classifier for Incomplete Database. Kaoru Shimada |
| 2012 | Application of Classification Algorithms on IDDM Rat Data. Rainer Schmidt, Heike Weiss, Georg Fuellen |
| 2012 | Bus Bunching Detection by Mining Sequences of Headway Deviations. Luís Moreira-Matias, Carlos Ferreira, João Gama, João Mendes-Moreira, Jorge Freire de Sousa |
| 2012 | CWFM: Closed Contingency Weighted Frequent Itemsets Mining. Eunkyoung Park, Younghee Kim, Iee Joon Kim, Jae Yeol Yoon, Ji Yeon Lim, Ungmo Kim |
| 2012 | Decision Rules Development Using Set of Generic Operations Approach. Wieslaw Paja, Mariusz Wrzesien |
| 2012 | Detecting Abnormal Patterns in Call Graphs Based on the Aggregation of Relevant Vertex Measures. Ronnie Alves, Pedro Gabriel Ferreira, Joel Ribeiro, Orlando Belo |
| 2012 | Electricity Consumption Time Series Profiling: A Data Mining Application in Energy Industry. Hongyan Liu, Zhiyuan Yao, Tomas Eklund, Barbro Back |
| 2012 | Human-Centered Text Mining: A New Software System. Jonas Poelmans, Paul Elzinga, Alexey Neznanov, Guido Dedene, Stijn Viaene, Sergei O. Kuznetsov |
| 2012 | Improving Classifier Performance by Knowledge-Driven Data Preparation. Laura Welcker, Stephan Koch, Frank Dellmann |
| 2012 | ML-DS: A Novel Deterministic Sampling Algorithm for Association Rules Mining. Samir A. Mohamed Elsayed, Sanguthevar Rajasekaran, Reda A. Ammar |
| 2012 | Prognostic Modeling with High Dimensional and Censored Data. Leon Bobrowski, Tomasz Lukaszuk |
| 2012 | Real-Time Mass Flow Estimation in Circulating Fluidized Bed. Andriy Ivannikov, Mikko Jegoroff, Tommi Kärkkäinen |
| 2012 | Redundant Dictionary Spaces as a General Concept for the Analysis of Non-vectorial Data. Sebastian Klenk, Jürgen Dippon, Andre Burkovski, Gunther Heidemann |
| 2012 | Representation in Case-Based Reasoning Applied to Control Reconfiguration. Ons Lejri, Moncef Tagina |
| 2012 | Research Themes in the Case-Based Reasoning in Health Sciences Core Literature. Isabelle Bichindaritz |
| 2012 | Research on Application of Data Mining Methods to Diagnosing Gastric Cancer. Arnis Kirshners, Serge Parshutin, Marcis Leja |
| 2012 | SOHAC: Efficient Storage of Tick Data That Supports Search and Analysis. Gábor I. Nagy, Krisztián Búza |
| 2012 | Text Mining Scientific Papers: A Survey on FCA-Based Information Retrieval Research. Jonas Poelmans, Dmitry I. Ignatov, Stijn Viaene, Guido Dedene, Sergei O. Kuznetsov |
| 2012 | The Influence of Input and Output Measurement Noise on Batch-End Quality Prediction with Partial Least Squares. Jef Vanlaer, Pieter Van den Kerkhof, Geert Gins, Jan F. M. Van Impe |
| 2012 | Wind Turbines Fault Diagnosis Using Ensemble Classifiers. Pedro Santos, Luisa F. Villa, Aníbal Reñones, Andrés Bustillo, Jesús Maudes |