| 2011 | IJCAI | Recommender Systems, Missing Data and Statistical Model Estimation. | Benjamin M. Marlin, Richard S. Zemel, Sam T. Roweis, Malcolm Slaney |
| 2008 | CVPR | Learning stick-figure models using nonparametric Bayesian priors over trees. | Edward Meeds, David A. Ross, Richard S. Zemel, Sam T. Roweis |
| 2007 | UAI | Collaborative Filtering and the Missing at Random Assumption. | Benjamin M. Marlin, Richard S. Zemel, Sam T. Roweis, Malcolm Slaney |
| 2006 | ICML | Nightmare at test time: robust learning by feature deletion. | Amir Globerson, Sam T. Roweis |
| 2006 | ICML | An investigation of computational and informational limits in Gaussian mixture clustering. | Nathan Srebro, Gregory Shakhnarovich, Sam T. Roweis |
| 2005 | AISTATS | Unsupervised Learning with Non-Ignorable Missing Data. | Benjamin M. Marlin, Sam T. Roweis, Richard S. Zemel |
| 2005 | ICASSP | A segment based probabilistic generative model of speech. | Kannan Achan, Sam T. Roweis, Aaron Hertzmann, Brendan J. Frey |
| 2005 | ICDAR | A Statistical Learning Approach To Document Image Analysis. | Kevin Laven, Scott Leishman, Sam T. Roweis |
| 2005 | MSR | Mining student CVS repositories for performance indicators. | Keir Mierle, Kevin Laven, Sam T. Roweis, Greg Wilson |
| 2003 | ICML | Adaptive Overrelaxed Bound Optimization Methods. | Ruslan Salakhutdinov, Sam T. Roweis |
| 2003 | ICML | Optimization with EM and Expectation-Conjugate-Gradient. | Ruslan Salakhutdinov, Sam T. Roweis, Zoubin Ghahramani |
| 2003 | Interspeech | Factorial models and refiltering for speech separation and denoising. | Sam T. Roweis |
| 2003 | UAI | On the Convergence of Bound Optimization Algorithms. | Ruslan Salakhutdinov, Sam T. Roweis, Zoubin Ghahramani |
| 2002 | ICML | An Alternate Objective Function for Markovian Fields. | Sham M. Kakade, Yee Whye Teh, Sam T. Roweis |
| 1997 | Interspeech | Towards articulatory speech recognition: learning smooth maps to recover articulator information. | Sam T. Roweis, Abeer Alwan |