News / Press
Robert D. Nowak
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Concentration Inequalities for the Empirical Distribution
with J. Mardia, J. Jiao, E. Tánczos, and T. Weissman
Scalable Sparse Subspace Clustering via OWL
with U. Oswal
Tensor Methods for Nonlinear Matrix Completion
with G. Ongie, L. Balzano, D. Pimentel, and R. Willettt
Teacher Improves Learning by Selecting a Training Set
with Y. Ma, P. Rigollet, X Zhang, and X. Zhu
TimeWeaver: Opportunistic One Way Delay Measurement via NTP
with R. Durairajan, S. Mani, P. Barford, and J. Sommers
Adaptive Sampling for Clustered Ranking
with S. Katariya, L. Jain, N. Sengupta, and J. Evans
A KL-LUCB Algorithm for Large-Scale Crowdsourcing
with E. Tanczos and R. Mankoff
Dimension Matrix Completion
Regression as Subspace Clustering
Variety Models for Matrix Completion
Recovery Bounds for Ordinal Embedding
How to Model Implicit Knowledge? Visual
Group-Sparse Subspace Clustering with
A Converse to
Low-Rank Matrix Completion
Requirements of Subspace Clustering with Missing
Representational Similarity Learning and
Anytime Exploration for Multi-armed
Top Arm Identification in Multi-Armed
Bandits with Batch Pulls
Ordered Weighted L1 Regularized
NEXT: A System for Real-World Active Learning
with K. Jamieson, L. Jain, C. Fernandez, and N. Glattard
An Efficient Algorithm for Graph-based
Single-Index Models in High Dimensions
Deterministic Sampling Patterns for
Low-Rank Matrix Completion
Sparse Dueling Bandits
Sparse Estimation with Strongly
Data Requirement for Phylogenetic
Inference from Multiple Loci
On the Sample Complexity of Subspace
Clustering with Missing Data
Best-arm Identification Algorithms for
Classification with the Sparse
Overlapping Group Lasso
lil' UCB: An
Optimal Exploration Algorithm for Multi-Armed
Sparse Overlapping Sets Lasso for
Multitask Learning and fMRI
On Finding the Largest Mean Among Many
Adaptive Compressed Sensing
Junction Tree Framework for Undirected Graphical
Complexity of Search over Multiple Populations
High Rank Matrix
Completion and Subspace Clustering with Missing Data
using Pairwise Comparisons
Limits of Sequential Testing in High Dimensions
Analysis in High-Dimensional Multiple Testing
B. Eriksson, P. Barford, J. Sommers and R. Nowak, INFOCOM 2011
Embedding using Adaptive Ordinal Data
Comparison of Full-Wavform Lidar Algorithms
Measurement Bounds for Structured Sparse Signal
approaches to model wavelet sparsity patterns
On the Success
of Network Inference using a Markov Routing Model
with Matrix Completion: Three Birds with One Stone,
Optimal Level Set Estimation, R. Willett and R.
Nowak, submitted to IEEE Transactions on Image
Rates in Regression via Active Learning, R.
Castro, R. Willett and R. Nowak, University of Wisconsin
Technical Report ECE-05-03.
Reconstruction from Noisy Random Projections, J.
Haupt and R. Nowak, to appear in IEEE Trans. Info.
Robust Contour Matching via the Order Preserving Assignment Problem, C. Scott and R. Nowak, to appear in IEEE Trans. on Image Processing..
Matched Source-Channel Communication for Field Estimation in Wireless Sensor Networks, W. Bajwa, A. Sayeed and R. Nowak, IPSN 2005, Los Angeles, CAMultiscale Poisson Intensity and Density Estimation, R. Willett and R. Nowak, submitted to IEEE Trans. Info. Theory. Minimax-Optimal Classification with Dyadic Decision Trees, C. Scott and R. Nowak.
A Neyman-Pearson Approach to Statistical Learning, C. Scott and R. Nowak.
Quantized Incremental Algorithms for Distributed Optimization, M. Rabbat and R. Nowak, to appear in JSAC Distributed Collaborative Sensor Networks.
Network Radar: Tomography from Round Trip Time Measurements, Y. Tsang, M. Yildiz, P. Barford and R. Nowak, ACM IMC, October, 2004 .
Backcasting: Adaptive Sampling for Sensor Networks, R. Willett, A. Martin, and R. Nowak, IPSN 2004, Berkeley, CA.
Likelihood Based Hierarchical Clustering, R. Castro and R. Nowak, IEEE Transactions on Signal Processing, 2004.
Distributed Optimization in Sensor Networks, M. Rabbat and R. Nowak, IPSN 2004, Berkeley, CA.
Multiple Source, Multiple Destination Network Tomography, M. Rabbat, M. Coates, and R. Nowak, IEEE Infocom, 2004.
Estimating Inhomogeneous Fields Using Wireless Sensor Networks, R. Nowak, U. Mitra, and R. Willett, IEEE Journal on Selected Areas in Communications, 2004.
TEMPLAR: A Wavelet-Based Framework for Pattern Learning and Analysis, C. Scott and R. Nowak, IEEE Transactions on Signal Processing, 2004.
Near-Minimax Optimal Classification with Dyadic Classification Trees, C. Scott and R. Nowak, Neural Information Processing Systems (NIPS), 2003.
Multiscale Density Estimation, R. Willett and R. Nowak, Rice University Technical Report TREE 0303.
Multiscale Generalized Linear Models for Nonparametric Function Estimation, E. Kolaczyk and R. Nowak, submitted to Biometrika, 2003.
Network Delay Tomography, Y. Tsang, M. Coates, and R. Nowak, to appear in IEEE Transactions on Signal Processing, Special Issue on Signal Processing in Networking, 2003.
Distributed EM Algorithms for Density Estimation and Clustering in Sensor Networks, R. Nowak, to appear in IEEE Transactions on Signal Processing, Special Issue on Signal Processing in Networking, 2003.
Algorithm for Wavelet-Based Image Restoration, M.
Figueiredo and R. Nowak, IEEE
Transactions on Image Processing, vol.12, no.8, pp.
906-916, August 2003.
Multiscale Likelihood Analysis and Complexity Penalized Estimation, E. D. Kolaczyk and R. D. Nowak, to appear in the Annals of Statistics, 2003.
Dyadic Classification Trees via Structural Risk Minimization, C. Scott and R. Nowak, Neural Information Processing Systems 2002.
Multiresolution nonparametric intensity and density
estimation, Willett, R.M.; Nowak, R.D., 2002 IEEE
International Conference on Acoustics, Speech, and
Signal Processing, Volume: 2 , 2002 Page(s): 1493 -1496
Maximum Likelihood Network Topology Identification from Edge-Based Unicast Measurements, M. Coates, R. Castro and R. Nowak, to appear in ACM Sigmetric 2002, Marina Del Rey, California, June 2002.
Internet Tomography, M. Coates, A. Hero, R. Nowak and B. Yu, in IEEE Signal Processing Magazine, May 2002.
Wavelet-based image estimation: an empirical Bayes approach using Jeffrey's noninformative prior , Figueiredo, M.A.T.; Nowak, R.D. IEEE Transactions on Image Processing, Volume: 10 Issue: 9 , Sept. 2001 Page(s): 1322 -1331
Unicast Network Tomography Using the EM Algorithm , R. Nowak and M. Coates, submitted to IEEE Transactions on Information Theory, December 2001.
Nonparametric Estimation of Internal Delay Densities from Unicast End-to-end Measurement , M. Coates, R. Nowak and Y. Tsang, Technical Report TREE0106, Department of Electrical and Computer Engineering, Rice University, Oct, 2001.
Platelets: A Multiscale Approach for Recovering Edges and Surfaces in Photon Limited Medical Imaging, R. Willett and R. Nowak, submitted to the IEEE Transactions on Medical Imaging, September 2001.
Sequential Monte Carlo Inference of Internal Delays in Nonstationary Communication Networks, M. Coates and R. Nowak, IEEE Transactions on Signal Processing, Volume: 50 Issue: 2 , Feb. 2002 Page(s): 366 -376
Template learning from atomic representations: A wavelet-based approach to pattern analysis, C. Scott and R. D. Nowak, Second International Workshop on Statistical and Computational Theories of Vision -- Modeling, Learning, Computing, and Sampling, Vancouver, Canada, July 13, 2001.
A Multiresolution Theory for Likelihoods: Theory and Methods, E. D. Kolaczyk and R. D. Nowak, Rice University Technical Report TREE0006, November 2000.
A Statistical Multiscale Framework for Poisson Inverse Problems, R. D. Nowak and E. D. Kolaczyk, IEEE Information Theory, August 2000.
Network Inference from Passive Unicast Measurements, Mark Coates and Robert Nowak, Rice University, ECE Department Technical Report TR-0002.
Multiscale Hidden Markov Models for Bayesian Image Analysis, R. D. Nowak, in Bayesian Inference in Wavelet Based Models.
Wavelet-based Rician noise removal for magnetic resonance imaging , Nowak, R.D., IEEE Transactions on Image Processing, Volume: 8 Issue: 10 , Oct. 1999 Page(s): 1408 -1419
Wavelet-domain filtering for photon imaging systems , Nowak, R.D.; Baraniuk, R.G., IEEE Transactions on Image Processing, Volume: 8 Issue: 5 , May 1999 Page(s): 666 -678
Wavelet-based transformations for nonlinear signal processing , Nowak, R.D.; Baraniuk, R.G., IEEE Transactions on Signal Processing, Volume: 47 Issue: 7 , July 1999 Page(s): 1852 -1865
Generalized likelihood ratio detection for fMRI using complex data , Nan, F.Y.; Nowak, R.D., IEEE Transactions on Medical Imaging, Volume: 18 Issue: 4 , April 1999 Page(s): 320 -329
Multiscale modeling and estimation of Poisson processes with application to photon-limited imaging, Timmermann, K.E.; Nowak, R.D., IEEE Transactions on Information Theory, Volume: 45 Issue: 3 , April 1999 Page(s): 846 -862
Weighted Highpass Filters Using Multiscale Analysis, R. D. Nowak and R. G. Baraniuk, appeared in IEEE Transactions on Image Processing.
Wavelet-Based Statistical Signal Processing Using Hidden Markov Models, M. S. Crouse, R. D. Nowak and R. G. Baraniuk, appeared in IEEE Transactions on Signal Processing.
Wavelet-Based Transformations for Nonlinear Signal Processing, R. D. Nowak and R. G. Baraniuk, appeared in IEEE Transactions on Signal Processing.
Optimal Signal Estimation Using Cross-Validation, R. D. Nowak, IEEE Signal Processing Letters, vol. 4, no. 1, January 1997.