Publications

Convolutional Dictionary Learning through Tensor Factorization

Journal of Ma- chine Learning Research conference and workshop proceedings 2015, arXiv preprint arXiv:1506.03509, 2015
Huang, Furong and Anandkumar, Animashree
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Distributed latent dirichlet allocation via tensor factorization

In NIPS Optimization Workshop, 2014
Huang, Furong and Matusevych, Sergiy and Anandkumar, Anima and Karampatziakis, Nikos and Mineiro, Paul
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High-Dimensional Gaussian Graphical Model Selection: Walk-Summability and Local Separation Criterion

JMLR, 2012
Anandkumar, Anima and Tan, Vincent and Huang, Furong and Willsky, Allen
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FCD: Fast-concurrent-distributed load balancing under switching costs and imperfect observations

In INFOCOM, 2013 Proceedings IEEE, 2013
Huang, Furong and Anandkumar, Anima
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Learning high-dimensional mixtures of graphical models

Conference on Neural Information Processing Systems 2012, arXiv preprint arXiv:1203.0697, 2012
Anandkumar, Animashree and Hsu, Daniel and Huang, Furong and Kakade, Sham M
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High-Dimensional Structure Learning of Ising Models: Local Separation Criterion

Annals of Statistics, 2012
Anandkumar, Anima and Tan, Vincent and Huang, Furong and Willsky, Allen
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Quantum algorithms for leading eigenvector computation

preprint, 2018
Huang, Furong and Li, Tongyang and Wu, Xiaodi
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Learning deep resnet blocks sequentially using boosting theory

ICML 2018, arXiv preprint arXiv:1706.04964, 2018
Huang, Furong and Ash, Jordan and Langford, John and Schapire, Robert
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Online tensor methods for learning latent variable models

Journal of Machine Learning Research, 16: 2797—2835, 2015
Huang, Furong and Niranjan, UN and Hakeem, Mohammad Umar and Anandkumar, Animashree
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Unsupervised learning of transcriptional regulatory networks via latent tree graphical models

arXiv preprint arXiv:1609.06335, 2016
Gitter, Anthony and Huang, Furong and Valluvan, Ragupathyraj and Fraenkel, Ernest and Anandkumar, Animashree
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