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Geometry and Symmetry in Short-and-Sparse Deconvolution
{:.title}
Han-Wen Kuo, Yuqian Zhang, Yenson Lau, John Wright
{:.author}
SIAM Journal on Mathematics of Data Science, 2019
{:.booktitle}
preprint
bibtex poster slides
@article{kuo2019geometry,
title={Geometry and symmetry in short-and-sparse deconvolution},
author={Kuo, Han-Wen and Zhang, Yuqian and Lau, Yenson and Wright, John},
journal={arXiv preprint arXiv:1901.00256},
year={2019}
}
}
Short-and-Sparse Deconvolution — A Geometric Approach
{:.title}
Yenson Lau^, Qing Qu^, Han-Wen Kuo, Pengcheng Zhou, Yuqian Zhang, John Wright
{:.author}
In review, 2020
{:.booktitle}
preprint
bibtex
@article{lau2019short,
title={Short-and-Sparse Deconvolution — A Geometric Approach},
author={Lau, Yenson and Qu, Qing and Kuo, Han-Wen and Zhou, Pengcheng and Zhang, Yuqian and Wright, John},
journal={Preprint},
year={2020}
}
}
Structured Local Optima in Sparse Blind Deconvolution
{:.title}
Yuqian Zhang, Han-Wen Kuo, John Wright
{:.author}
IEEE Transactions on Information Theory, 2019
{:.booktitle}
preprint
bibtex
@article{zhang2018structured,
title={Structured local optima in sparse blind deconvolution},
author={Zhang, Yuqian and Kuo, Han-Wen and Wright, John},
journal={arXiv preprint arXiv:1806.00338},
year={2018}
}
Dictionary Learning in Fourier Transform Scanning Tunneling
Spectroscopy
{:.title}
Sky C. Cheung, John Y. Shin, Yenson Lau, Zhengyu Chen, Ju
Sun, Yuqian Zhang, John N. Wright, and Abhay N. Pasupathy,
{:.author}
Preprint, 2018
{:.booktitle}
preprint
bibtex
@article{cheung2018dictionary,
title={Dictionary Learning in Fourier Transform Scanning Tunneling Spectroscopy},
author={Cheung, Sky C and Shin, John Y and Lau, Yenson and Chen, Zhengyu and Sun, Ju and Zhang, Yuqian and Wright, John N and Pasupathy, Abhay N},
journal={arXiv preprint arXiv:1807.10752},
year={2018}
}
On the Global Geometry of Sphere-Constrained Sparse Blind Deconvolution
{:.title}
Yuqian Zhang, Yenson Lau, Han-Wen Kuo, Sky Cheung, Abhay Pasupathy, John Wright
{:.author}
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019
{:.booktitle}
paper
bibtex
@article{zhang2019global,
author={Y. {Zhang} and Y. {Lau} and H. {Kuo} and S. {Cheung} and A. {Pasupathy} and J. N. {Wright}},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
title={On the Global Geometry of Sphere-Constrained Sparse Blind Deconvolution},
year={2019},
doi={10.1109/TPAMI.2019.2939237},
ISSN={0162-8828}}
Geometry and Symmetry in Short-and-Sparse Deconvolution
{:.title}
Han-Wen Kuo, Yuqian Zhang, Yenson Lau, John Wright
{:.author}
Proceedings of the 36th International Conference on Machine Learning, 2019
{:.booktitle}
paper
bibtex poster slides
@inproceedings{kuo2019geometry,
title={Geometry and Symmetry in Short-and-Sparse Deconvolution},
author={Kuo, Han-Wen and Zhang, Yuqian and Lau, Yenson and Wright, John},
booktitle={International Conference on Machine Learning},
pages={3570--3580},
year={2019}
}
Short-and-Sparse Deconvolution — A Geometric Approach
{:.title}
Yenson Lau^, Qing Qu^, Han-Wen Kuo, Pengcheng Zhou, Yuqian Zhang, John Wright
{:.author}
International Conference on Learning Representations, 2020
{:.booktitle}
paper
bibtex
@article{lau2019short,
title={Short-and-Sparse Deconvolution — A Geometric Approach},
author={Lau, Yenson and Qu, Qing and Kuo, Han-Wen and Zhou, Pengcheng and Zhang, Yuqian and Wright, John},
journal={International Conference on Learning Representations},
year={2020}
}
}
Structured Local Minima in Sparse Blind Deconvolution
{:.title}
Yuqian Zhang, Han-Wen Kuo, John Wright
{:.author}
Advances in Neural Information Processing Systems, 2018
{:.booktitle}
paper
bibtex
@inproceedings{zhang2018structured,
title={Structured local minima in sparse blind deconvolution},
author={Zhang, Yuqian and Kuo, Han-Wen and Wright, John},
booktitle={Advances in Neural Information Processing Systems},
pages={2322--2331},
year={2018}
}
On the Global Geometry of Sphere-Constrained Sparse Blind Deconvolution
{:.title}
Yuqian Zhang, Yenson Lau, Han-Wen Kuo, Sky Cheung, Abhay Pasupathy, John Wright
{:.author}
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2017
{:.booktitle}
paper
bibtex
@inproceedings{zhang2017global,
title={On the global geometry of sphere-constrained sparse blind deconvolution},
author={Zhang, Yuqian and Lau, Yenson and Kuo, Han-wen and Cheung, Sky and Pasupathy, Abhay and Wright, John},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
pages={4894--4902},
year={2017}
}
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{:.ref}
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