| 2001 | A Kernel Approach for Vector Quantization with Guaranteed Distortion Bounds. Michael E. Tipping, Bernhard Schölkopf |
| 2001 | A Non-Parametric EM-Style Algorithm for Imputing Missing Values. Rich Caruana |
| 2001 | A Random Walks View of Spectral Segmentation. Marina Meila, Jianbo Shi |
| 2001 | A Simulation Study of Three Related Causal Data Mining Algorithms. Subramani Mani, Gregory F. Cooper |
| 2001 | An Anytime Algorithm for Causal Inference. Peter Spirtes |
| 2001 | An improved training algorithm for kernel Fisher discriminants. Sebastian Mika, Alexander J. Smola, Bernhard Schölkopf |
| 2001 | Another look at sensitivity of Bayesian networks to imprecise probabilities. Oscar Kipersztok, Haiqin Wang |
| 2001 | Are they really neighbors? A statistical analysis of the SOM algorithm output. Eric de Bodt, Marie Cottrell, Michel Verleysen |
| 2001 | Bagging and the Bayesian Bootstrap. Merlise A. Clyde, Herbert K. H. Lee |
| 2001 | Bayesian Support Vector Regression. Martin H. C. Law, James Tin-Yau Kwok |
| 2001 | Can the Computer Learn to Play Music Expressively?. Christopher Raphael |
| 2001 | Comparing Prequential Model Selection Criteria in Supervised Learning of Mixture Models. Petri Kontkanen, Petri Myllymäki, Henry Tirri |
| 2001 | Discriminant Analysis on Dissimilarity Data : a New Fast Gaussian like Algorithm. Anne Guérin-Dugué, Gilles Celeux |
| 2001 | Dual perturb and combine algorithm. Pierre Geurts |
| 2001 | Dynamic Positional Trees for Structural Image Analysis. Amos J. Storkey, Christopher K. I. Williams |
| 2001 | Finding a path is harder than finding a tree. Christopher Meek |
| 2001 | Geographical clustering of cancer incidence by means of Bayesian networks and conditional Gaussian networks. José M. Peña, I. Izarzugaza, José Antonio Lozano, E. Aldasoro, Pedro Larrañaga |
| 2001 | Handling Missing and Unreliable Information in Speech Recognition. Phil D. Green, Jon Barker, Martin Cooke, Ljubomir Josifovski |
| 2001 | Hyperparameters for Soft Bayesian Model Selection. Adrian Corduneanu, Christopher M. Bishop |
| 2001 | Information-Theoretic Advisors in Invisible Chess. Ariel E. Bud, David W. Albrecht, Ann E. Nicholson, Ingrid Zukerman |
| 2001 | Is regularization unnecessary for boosting?. Wenxin Jiang |
| 2001 | Learning Bayesian networks with mixed variables. Susanne Bottcher |
| 2001 | Learning in high dimensions: modular mixture models. Hagai Attias |
| 2001 | Learning mixtures of smooth, nonuniform deformation models for probabilistic image matching. Nebojsa Jojic, Patrice Y. Simard, Brendan J. Frey, David Heckerman |
| 2001 | Managing Multiple Models. Hugh A. Chipman, Edward I. George, Robert E. McCulloch |
| 2001 | Message Length as an Effective Ockham's Razor in Decision Tree Induction. Scott Needham, David L. Dowe |
| 2001 | Models for Conditional Probability Tables in Educational Assessment. Russell G. Almond, Lou DiBello, Frank Jenkins, Deniz Senturk, Robert J. Mislevy, Linda S. Steinberg, Duanli Yan |
| 2001 | Monte-Carlo Algorithms for the Improvement of Finite-State Stochastic Controllers: Application to Bayes-Adaptive Markov Decision Processes. Michael O. Duff |
| 2001 | On Parameter Priors for Discrete DAG Models. Dmitry Rusakov, Dan Geiger |
| 2001 | On searching for optimal classifiers among Bayesian networks. Robert G. Cowell |
| 2001 | On the effectiveness of the skew divergence for statistical language analysis. Lillian Lee |
| 2001 | Online Bagging and Boosting. Nikunj C. Oza, Stuart Russell |
| 2001 | Piecewise Linear Instrumental Variable Estimation of Causal Influence. Richard Scheines, Gregory F. Cooper, Changwon Yoo, Tianjiao Chu |
| 2001 | Predicting with Variables Constructed from Temporal Sequences. Mehmet Kayaalp, Gregory F. Cooper, Gilles Clermont |
| 2001 | Proceedings of the Eighth International Workshop on Artificial Intelligence and Statistics, AISTATS 2001, Key West, Florida, USA, January 4-7, 2001 Thomas S. Richardson, Tommi S. Jaakkola |
| 2001 | Products of Hidden Markov Models. Andrew D. Brown, Geoffrey E. Hinton |
| 2001 | Profile Likelihood in Directed Graphical Models from BUGS Output. Malene Højbjerre |
| 2001 | Solving Hidden-Mode Markov Decision Problems. Samuel Ping-Man Choi, Nevin Lianwen Zhang, Dit-Yan Yeung |
| 2001 | Some variations on variation independence.. A. Philip Dawid |
| 2001 | Statistical Aspects of Stochastic Logic Programs. James Cussens |
| 2001 | Stochastic System Monitoring and Control. Gregory M. Provan |
| 2001 | Temporal Matching under Uncertainty. Ahmed Y. Tawfik, Greg Scott |
| 2001 | The Efficient Propagation of Arbitrary Subsets of Beliefs in Discrete-Valued Bayesian Networks. Duncan Smith |
| 2001 | The Learning Curve Method Applied to Clustering. Christopher Meek, Bo Thiesson, David Heckerman |
| 2001 | Using Unsupervised Learning to Guide Resampling in Imbalanced Data Sets. Adam Nickerson, Nathalie Japkowicz, Evangelos E. Milios |
| 2001 | Variational Learning for Multi-Layer Networks of Linear Threshold Units. Neil D. Lawrence |
| 2001 | Why averaging classifiers can protect against overfitting. Yoav Freund, Yishay Mansour, Robert E. Schapire |