Research Projects
Complete publication list
(most available online).
Notes: informal notes on some researchy topics
Code available online.
Datasets available online.
Research Topics
Machine Learning Algorithms
- Learning with Non-Ignorable Missing Data Effects
- Inference in Nonlinear Dynamical Systems.
- Efficient Learning with Hidden Variables
- Alternate Objective Functions for Makovian Fields
- Constrained Hidden Markov Models
- Linear-Gaussian Models
- Probabilistic Principal Component Analysis
- Linear Heteroencoders
- Computing with Action Potentials
Nonlinear Dimensionality Reduction
- Nonlinear Canonical Correlations
- Automatic Alignment of Local Representations
- Stochastic Neighbour Embedding
- Global Coordination of Local Linear Models
- Locally Linear Embedding (LLE)
- Learning Nonlinear Dynamics
Speech, Audio, Image & Signal Processing
- Image Deblurring
- Sensor Fusion and Identification
- Pitch Tracking
- Time-scale modification
- Segmental Models
- Speech from Spectrogram
- Auditory Scene Analysis
- Speech Denoising
- Articulatory speech processing
- Simple psychophysics
- Hidden speaking mode
Analysis of Large Datasets
- Bioinformatics (HPLC/MassSpec, Microarrays, Protein Networks)
- Astrophysical Data and Automated Astrometry
- CVS Code Repositories
- Data Visualization
Other Interests
(OCR, Document Processing, Information Retrieval, Collaborative Filtering,
Robot Localization, ...)
DNA Computing (old)
Analogue Circuits (old)
[ |
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Sam Roweis, Vision, Learning and Graphics Group,
NYU, www.cs.nyu.edu/~roweis
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