| 2011 | A GPU-based interactive bio-inspired visual clustering. Ugo Erra, Bernardino Frola, Vittorio Scarano |
| 2011 | A banner recommendation system based on web navigation history. Giovanni Giuffrida, Diego Reforgiato Recupero, Giuseppe Tribulato, Calogero G. Zarba |
| 2011 | A framework for semi-automated process instance discovery from decorative attributes. Andrea Burattin, Roberto Vigo |
| 2011 | A multi-Biclustering Combinatorial Based algorithm. Ekaterina Nosova, Giancarlo Raiconi, Roberto Tagliaferri |
| 2011 | A recommendation algorithm using positive and negative latent models. Atsuhiro Takasu, Saranya Maneeroj |
| 2011 | A robust F-measure for evaluating discovered process models. Jochen De Weerdt, Manu De Backer, Jan Vanthienen, Bart Baesens |
| 2011 | About the analysis of time series with temporal association rule mining. Tim Schlüter, Stefan Conrad |
| 2011 | Active classifier training with the 3DS strategy. Tobias Reitmaier, Bernhard Sick |
| 2011 | Active learning for aspect model in recommender systems. Rasoul Karimi, Christoph Freudenthaler, Alexandros Nanopoulos, Lars Schmidt-Thieme |
| 2011 | Active learning using the data distribution for interactive image classification and retrieval. Pierre Blanchart, Marin Ferecatu, Mihai Datcu |
| 2011 | Adaptive treatment of anemia on hemodialysis patients: A reinforcement learning approach. Pablo Escandell-Montero, José María Martínez-Martínez, José David Martín-Guerrero, Emilio Soria-Olivas, Joan Vila-Francés, José Rafael Magdalena Benedicto |
| 2011 | Clustering categorical data: A stability analysis framework. Ian H. Jarman, Terence A. Etchells, Paulo J. G. Lisboa, C. M. Beynon, José David Martín-Guerrero |
| 2011 | Computational intelligence methods for processing misaligned, unevenly sampled time series containing missing data. Federico Cismondi, André S. Fialho, Susana M. Vieira, João M. C. Sousa, Shane R. Reti, Michael D. Howell, Stan N. Finkelstein |
| 2011 | Data mining driven agents for predicting online auction's end price. Preetinder Kaur, Madhu Lata Goyal, Jie Lu |
| 2011 | Dimensionality reduction mappings. Kerstin Bunte, Michael Biehl, Barbara Hammer |
| 2011 | Discovering process models through relational disjunctive patterns mining. Corrado Loglisci, Michelangelo Ceci, Annalisa Appice, Donato Malerba |
| 2011 | Distinguishing defined concepts from prerequisite concepts in learning resources. Sahar Changuel, Nicolas Labroche |
| 2011 | Efficient accelerometer-based swimming exercise tracking. Pekka Siirtola, Perttu Laurinen, Juha Röning, Hannu Kinnunen |
| 2011 | Empirical comparison of correlation measures and pruning levels in complex networks representing the global climate system. Alex Pelan, Karsten Steinhaeuser, Nitesh V. Chawla, Dilkushi A. de Alwis Pitts, Auroop R. Ganguly |
| 2011 | Enhancing precision in Process Conformance: Stability, confidence and severity. Jorge Munoz-Gama, Josep Carmona |
| 2011 | FGMAC: Frequent subgraph mining with Arc Consistency. Brahim Douar, Michel Liquiere, Cherif Chiraz Latiri, Yahya Slimani |
| 2011 | Feature extraction for multi-label learning in the domain of email classification. José M. Carmona-Cejudo, Manuel Baena-García, José del Campo-Ávila, Rafael Morales Bueno |
| 2011 | Flexible Heuristics Miner (FHM). A. J. M. M. Weijters, Joel Tiago S. Ribeiro |
| 2011 | GSOM sequence: An unsupervised dynamic approach for knowledge discovery in temporal data. Asanka Fonseka, Damminda Alahakoon, Susan E. Bedingfield |
| 2011 | Generating materialized views using ant based approaches and information retrieval technologies. Habiba Drias |
| 2011 | Geodesic distances for web document clustering. Selma Tekir, Florian Mansmann, Daniel A. Keim |
| 2011 | IQ estimation for accurate time-series classification. Krisztián Búza, Alexandros Nanopoulos, Lars Schmidt-Thieme |
| 2011 | Increased classification accuracy and speedup through pair-wise feature selection for support vector machines. Kurt Kramer, Dmitry B. Goldgof, Lawrence O. Hall, Andrew Remsen |
| 2011 | KB-CB-N classification: Towards unsupervised approach for supervised learning. Zahraa Said Abdallah, Mohamed Medhat Gaber |
| 2011 | Link Pattern Prediction with tensor decomposition in multi-relational networks. Sheng Gao, Ludovic Denoyer, Patrick Gallinari |
| 2011 | Local neighbourhood extension of SMOTE for mining imbalanced data. Tomasz Maciejewski, Jerzy Stefanowski |
| 2011 | Logistic sub-models for small size populations in credit scoring. Bouaguel Waad, Farid Beninel, Ghazi Bel Mufti |
| 2011 | Mining toxicity structural alerts from SMILES: A new way to derive Structure Activity Relationships. Thomas Ferrari, Giuseppina C. Gini, Nazanin Golbamaki Bakhtyari, Emilio Benfenati |
| 2011 | Multiple query-dependent RankSVM aggregation for document retrieval. Yang Wang, Min Lu, Xiaodong Pang, Maoqiang Xie, Yalou Huang |
| 2011 | OLAP navigation in the Granular Linguistic Model of a Phenomenon. Carlos Menendez-Gonzalez, Gracián Triviño |
| 2011 | On the use of decision trees for ICU outcome prediction in sepsis patients treated with statins. Vicent J. Ribas, Jesús Caballero Lopez, Juan Carlos Ruiz-Rodríguez, Adolf Ruiz-Sanmartin, Jordi Rello, Alfredo Vellido |
| 2011 | Online autoregressive prediction in time series with delayed disclosure. Jean-Marc Andreoli, Marie-Luise Schneider |
| 2011 | Opening black box Data Mining models using Sensitivity Analysis. Paulo Cortez, Mark J. Embrechts |
| 2011 | Partial generalized correlation for hyperspectral data. Marc Strickert, Björn Labitzke, Volker Blanz |
| 2011 | Partially supervised k-harmonic means clustering. Thomas A. Runkler |
| 2011 | Periodic quick test for classifying long-term activities. Pekka Siirtola, Heli Koskimäki, Juha Röning |
| 2011 | Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, CIDM 2011, part of the IEEE Symposium Series on Computational Intelligence 2011, April 11-15, 2011, Paris, France |
| 2011 | Sectors on sectors (SonS): A new hierarchical clustering visualization tool. José María Martínez-Martínez, Pablo Escandell-Montero, Emilio Soria-Olivas, José David Martín-Guerrero, Marcelino Martínez-Sober, Juan Gómez-Sanchís |
| 2011 | Trend cluster based compression of geographically distributed data streams. Anna Ciampi, Annalisa Appice, Donato Malerba, Pietro Guccione |
| 2011 | User-guided discovery of declarative process models. Fabrizio Maria Maggi, Arjan J. Mooij, Wil M. P. van der Aalst |
| 2011 | Using gaming strategies for attacker and defender in recommender systems. Justin Zhan, Lijo Thomas, Venkata Pasumarthi |
| 2011 | Visual tracking of the Millennium Development Goals with a Self-organizing neural network. Peter Sarlin |