S. Roweis

Most-cited papers

Nonlinear dimensionality reduction by locally linear embedding.
S. Roweis, L. Saul
2000Science16K citations
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Stochastic Neighbor Embedding
Geoffrey E. Hinton, S. Roweis
2002Neural Information Processing Systems2,364 citations
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Neighbourhood Components Analysis
Jacob Goldberger, Geoffrey E. Hinton, S. Roweis, R. Salakhutdinov
2004Neural Information Processing Systems2,188 citations
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Think Globally, Fit Locally: Unsupervised Learning of Low Dimensional Manifold
L. Saul, S. Roweis
2003Journal of machine learning research1,579 citations
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K-Corrections and Filter Transformations in the Ultraviolet, Optical, and Near-Infrared
M. Blanton, S. Roweis
20061,335 citations Open access
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A Unifying Review of Linear Gaussian Models
S. Roweis, Zoubin Ghahramani
1999Neural Computation1,083 citations Open access
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EM Algorithms for PCA and SPCA
S. Roweis
1997Neural Information Processing Systems1,080 citations
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ASTROMETRY.NET: BLIND ASTROMETRIC CALIBRATION OF ARBITRARY ASTRONOMICAL IMAGES
D. Lang, D. Hogg, Keir Mierle, M. Blanton +1 more
2009969 citations Open access
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Removing camera shake from a single photograph
R. Fergus, Barun Singh, Aaron Hertzmann, S. Roweis +1 more
2006ACM Transactions on Graphics837 citations Open access
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Metric Learning by Collapsing Classes
A. Globerson, S. Roweis
2005Neural Information Processing Systems770 citations
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Modeling Human Motion Using Binary Latent Variables
Graham W. Taylor, Geoffrey E. Hinton, S. Roweis
2006Neural Information Processing Systems729 citations
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An Improved Photometric Calibration of the Sloan Digital Sky Survey Imaging Data
N. Padmanabhan, D. Schlegel, D. Finkbeiner, J. Barentine +20 more
2007515 citations Open access
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One Microphone Source Separation
S. Roweis
2000Neural Information Processing Systems510 citations
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Algorithmic Self-Assembly of DNA
E. Winfree, J. Abelson, Y. Abu-Mostafa, L. Adleman +22 more
2006414 citations Open access
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Nightmare at test time: robust learning by feature deletion
A. Globerson, S. Roweis
2006International Conference on Machine Learning368 citations
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Collaborative Filtering and the Missing at Random Assumption
Benjamin M Marlin, R. Zemel, S. Roweis, Malcolm Slaney
2007Conference on Uncertainty in Artificial Intelligence349 citations
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An Introduction to Locally Linear Embedding
L. Saul, S. Roweis
2001316 citations
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Learning Nonlinear Dynamical Systems Using an EM Algorithm
Zoubin Ghahramani, S. Roweis
1998Neural Information Processing Systems307 citations
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A panoramic view of yeast noncoding RNA processing.
W. Peng, Mark D. Robinson, S. Mnaimneh, N. Krogan +21 more
2003Cell279 citations Open access
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A Sticker-Based Model for DNA Computation
S. Roweis, E. Winfree, Richard Burgoyne, N. Chelyapov +3 more
1998DNA Based Computers256 citations Open access
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Global Coordination of Local Linear Models
S. Roweis, L. Saul, Geoffrey E. Hinton
2001Neural Information Processing Systems242 citations
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Factorial models and refiltering for speech separation and denoising
S. Roweis
2003Interspeech222 citations
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Automatic Alignment of Local Representations
Y. Teh, S. Roweis
2002Neural Information Processing Systems204 citations
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On Applying Molecular Computation to the Data Encryption Standard
L. Adleman, P. Rothemund, S. Roweis, E. Winfree
1999DNA Based Computers193 citations Open access
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Modeling Dyadic Data with Binary Latent Factors
Edward Meeds, Zoubin Ghahramani, Radford M. Neal, S. Roweis
2006Neural Information Processing Systems187 citations
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Hierarchical Clustering of a Mixture Model
Jacob Goldberger, S. Roweis
2004Neural Information Processing Systems184 citations
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Optimization with EM and Expectation-Conjugate-Gradient
R. Salakhutdinov, S. Roweis, Zoubin Ghahramani
2003International Conference on Machine Learning179 citations
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Proceedings of the 25th international conference on Machine learning
William W. Cohen, Andrew McCallum, S. Roweis
2008International Conference on Machine Learning171 citations
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Multiple Alignment of Continuous Time Series
J. Listgarten, Radford M. Neal, S. Roweis, A. Emili
2004Neural Information Processing Systems156 citations
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Think globally, fit locally: unsupervised learning of low dimensional manifolds
Lawrence K. Saul, S. Roweis
2003149 citations
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Extreme deconvolution: Inferring complete distribution functions from noisy, heterogeneous and incomplete observations
J. Bovy, D. Hogg, S. Roweis
2009136 citations Open access
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Two Distributed-State Models For Generating High-Dimensional Time Series
Graham W. Taylor, Geoffrey E. Hinton, S. Roweis
2011Journal of machine learning research126 citations
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Convex Learning with Invariances
C. Teo, A. Globerson, S. Roweis, Alex Smola
2007Neural Information Processing Systems114 citations
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Adaptive Overrelaxed Bound Optimization Methods
R. Salakhutdinov, S. Roweis
2003International Conference on Machine Learning105 citations
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Think globally, fit locally: unsupervised l earning of non-linear manifolds
L. Saul, S. Roweis
2002100 citations
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Difference detection in LC-MS data for protein biomarker discovery
J. Listgarten, Radford M. Neal, S. Roweis, Peter Wong +1 more
2007Bioinform.90 citations Open access
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On the Convergence of Bound Optimization Algorithms
R. Salakhutdinov, S. Roweis, Zoubin Ghahramani
2002Conference on Uncertainty in Artificial Intelligence81 citations
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An Alternate Objective Function for Markovian Fields
S. Kakade, Y. Teh, S. Roweis
2002International Conference on Machine Learning80 citations
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Mining student CVS repositories for performance indicators
Keir Mierle, K. Laven, S. Roweis, G. Wilson
2005IEEE Working Conference on Mining Software Repositories75 citations
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Learning Nonlinear Dynamical Systems Using the Expectation–Maximization Algorithm
S. Roweis, Zoubin Ghahramani
200167 citations
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Modeling Systematic Variations in Pronunciation via a Language-Dependent Hidden Speaking Mode
Mari Ostendorf, B. Byrne, M. Bacchiani, M. Finke +8 more
199963 citations
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Modeling Complete Distributions with Incomplete Observations: The Velocity Ellipsoid from Hipparcos Data
D. Hogg, M. Blanton, S. Roweis, K. Johnston
200562 citations Open access
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Recommender systems: missing data and statistical model estimation
Benjamin M Marlin, R. Zemel, S. Roweis, Malcolm Slaney
2011International Joint Conference on Artificial Intelligence55 citations
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Non-linear CCA and PCA by Alignment of Local Models
J. Verbeek, S. Roweis, N. Vlassis
2003Neural Information Processing Systems55 citations
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THE VELOCITY DISTRIBUTION OF NEARBY STARS FROM HIPPARCOS DATA. I. THE SIGNIFICANCE OF THE MOVING GROUPS
J. Bovy, D. Hogg, S. Roweis
200952 citations Open access
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Inferring State Sequences for Non-linear Systems with Embedded Hidden Markov Models
Radford M. Neal, Matthew J. Beal, S. Roweis
2003Neural Information Processing Systems52 citations
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Constrained Hidden Markov Models
S. Roweis
1999Neural Information Processing Systems46 citations
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Time-Varying Topic Models using Dependent Dirichlet Processes
N. Srebro, S. Roweis
200545 citations
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Probabilistic Inference of Speech Signals from Phaseless Spectrograms
Kannan Achan, S. Roweis, B. Frey
2003Neural Information Processing Systems37 citations
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Nonparametric Bayesian Biclustering
Edward Meeds, S. Roweis
200734 citations
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