papers & code
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Tensor Methods for Nonlinear Matrix Completion
G. Ongie, D.P.-A., L. Balzano, R. Willett, R. Nowak
Under Review, 2020.
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Prediction of Functional Markers of Mass Cytometry Data Via Deep Learning
C. Solís-Lemus, X. Ma, M. Hostetter II, S. Kundu, P. Qiu, D.P.-A.
Biostatistics and Bioinformatics, Springer., 2019. -
GLIMPS: A Greedy Mixed-Integer Approach for Super Robust Matched Subspace Detection
M. Rahman, D.P.-A.
Allerton, 2019. -
Fusion Subspace Clustering: Full & Incomplete Data
D.P.-A., U. Mahmood
Preprint, 2018. -
Mixture Matrix Completion
D.P.-A.
Neural Information Processing Systems, 2018. -
Breaking the Limits of Subspace Inference
C. Solís-Lemus, D.P.-A.
Allerton, 2018. -
Leveraging Machine Learning for High-Resolution Restoration of Satellite Imagery
D.P.-A., A. Tiwari, D. Hope, S. Jefferies
AMOS, 2018. -
Selective Erasures for High-Dimensional Robust Subspace Tracking
D.P.-A.
SPIE Defense + Commercial Sensing, 2018. -
Low Algebraic Dimension Matrix Completion
D.P.-A., G. Ongie, L. Balzano, R. Willett, R. Nowak
Allerton, 2017. -
Adversarial Principal Component Analysis
D.P.-A., A. Biswas, C. Solís-Lemus
ISIT, 2017.
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Random Consensus Robust PCA
D.P.-A., R. Nowak
AISTATS, Electronic Journal of Statistics, 2017.
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Mixture Regression as Subspace Clustering
D.P.-A., L. Balzano, R. Marcia, R. Nowak, R. Willett
SAMPTA, 2017. -
A Simpler Approach to Low-Rank Tensor Canonical Polyadic Decomposition
D.P.-A.
Allerton, 2016.
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Necessary and Sufficient Conditions for Sketched Subspace Clustering
D.P.-A., L. Balzano, R. Nowak
Allerton, 2016. -
A Converse to Low-Rank Matrix Completion
D.P.-A., R. Nowak
ISIT, 2016. -
The Information-Theoretic Requirements of Subspace Clustering with Missing Data
D.P.-A., R. Nowak
ICML, 2016.
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Group-Sparse Subspace Clustering with Missing Data
D.P.-A., L. Balzano, R. Marcia, R. Nowak, R. Willett
SSP, 2016.
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Crime Detection via Crowdsourcing
D.P.-A., C. Solís-Lemus
MCPR, 2016. -
A Characterization of Deterministic Sampling Patterns for Low-Rank Matrix Completion
D.P.-A., N. Boston, R. Nowak
Allerton 2015, J-STSP, 2016. -
Adaptive Strategy for Restricted-Sampling Noisy Low-Rank Matrix Completion
D.P.-A., R. Nowak
CAMSAP, 2015.
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Deterministic Conditions for Subspace Identifiability from Incomplete Sampling
D.P.-A., N. Boston, R. Nowak
ISIT, 2015.
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On the Sample Complexity of Subspace Clustering with Missing Data
D.P.-A., L. Balzano, R. Nowak
SSP, 2014.
© Daniel Pimentel-Alarcón