| 2011 | A General Linear Non-Gaussian State-Space Model. Kun Zhang, Aapo Hyvärinen |
| 2011 | Acceleration technique for boosting classification and its application to face detection. Masanori Kawakita, Ryota Izumi, Jun'ichi Takeuchi, Yi Hu, Tetsuya Takamori, Hirokazu Kameyama |
| 2011 | Approximate Model Selection for Large Scale LSSVM. Lizhong Ding, Shizhong Liao |
| 2011 | Bayesian inference for statistical abduction using Markov chain Monte Carlo. Masakazu Ishihata, Taisuke Sato |
| 2011 | Continuous RAVE. Adrien Couëtoux, Mario Milone, Mátyás Brendel, Hassen Doghmen, Michèle Sebag, Olivier Teytaud |
| 2011 | Estimating Diffusion Probability Changes for AsIC-SIS Model. Akihiro Koide, Kazumi Saito, Kouzou Ohara, Masahiro Kimura, Hiroshi Motoda |
| 2011 | Improving Policy Gradient Estimates with Influence Information. Jervis Pinto, Alan Fern, Tim Bauer, Martin Erwig |
| 2011 | Learning Attribute-weighted Voter Model over Social Networks. Yuki Yamagishi, Kazumi Saito, Kouzou Ohara, Masahiro Kimura, Hiroshi Motoda |
| 2011 | Learning Rules from Incomplete Examples via Implicit Mention Models. Janardhan Rao Doppa, Shahed Sorower, Mohammad NasrEsfahani, John Walker Orr, Thomas G. Dietterich, Xiaoli Z. Fern, Prasad Tadepalli, Jed Irvine |
| 2011 | Learning low-rank output kernels. Francesco Dinuzzo, Kenji Fukumizu |
| 2011 | Learning to Locate Relative Outliers. Shukai Li, Ivor W. Tsang |
| 2011 | Mapping kernels for infinite mapping systems. Kilho Shin |
| 2011 | Microbagging Estimators: An Ensemble Approach to Distance-weighted Classifiers. Blaine Nelson, Battista Biggio, Pavel Laskov |
| 2011 | Mixed-Variate Restricted Boltzmann Machines. Truyen Tran, Dinh Q. Phung, Svetha Venkatesh |
| 2011 | Multi-label Active Learning with Auxiliary Learner. Chen-Wei Hung, Hsuan-Tien Lin |
| 2011 | Multi-label Classification with Error-correcting Codes. Chun-Sung Ferng, Hsuan-Tien Lin |
| 2011 | Nonlinear Online Classificatand Michion Algorithm with Probability Margin. Mingmin Chi, Huijun He |
| 2011 | Preface. Chun-Nan Hsu, Wee Sun Lee |
| 2011 | Proceedings of the 3rd Asian Conference on Machine Learning, ACML 2011, Taoyuan, Taiwan, November 13-15, 2011 Chun-Nan Hsu, Wee Sun Lee |
| 2011 | QWA: Spectral Algorithm. Raphaël Bailly |
| 2011 | Robust Generation of Dynamical Patterns in Human Motion by a Deep Belief Nets. Sainbayar Sukhbaatar, Takaki Makino, Kazuyuki Aihara, Takashi Chikayama |
| 2011 | Suffcient Component Analysis. Makoto Yamada, Gang Niu, Jun Takagi, Masashi Sugiyama |
| 2011 | Summarization of Yes/No Questions Using a Feature Function Model. Jing He, Decheng Dai |
| 2011 | Support Vector Machines Under Adversarial Label Noise. Battista Biggio, Blaine Nelson, Pavel Laskov |
| 2011 | Unsupervised Multiple Kernel Learning. Jialei Wang, Jinfeng Zhuang, Steven C. H. Hoi |