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references.bib
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@techreport{page1999pagerank,
title={The PageRank citation ranking: Bringing order to the web.},
author={Page, Lawrence and Brin, Sergey and Motwani, Rajeev and Winograd, Terry},
year={1999},
institution={Stanford InfoLab}
}
@article{fiedler1973algebraic,
title={Algebraic connectivity of graphs},
author={Fiedler, Miroslav},
journal={Czechoslovak mathematical journal},
volume={23},
number={2},
pages={298--305},
year={1973},
publisher={Institute of Mathematics, Academy of Sciences of the Czech Republic}
}
@article{von2007tutorial,
title={A tutorial on spectral clustering},
author={Von Luxburg, Ulrike},
journal={Statistics and computing},
volume={17},
number={4},
pages={395--416},
year={2007},
publisher={Springer}
}
@article{spielman2012spectral,
title={Spectral graph theory},
author={Spielman, Daniel},
journal={Lecture Notes, Yale University, \url{http://www.cs.yale.edu/homes/spielman/561/2012/}},
year={2012}
}
@book{boyd2004convex,
title={Convex optimization},
author={Boyd, Stephen and Vandenberghe, Lieven},
year={2004},
publisher={Cambridge university press, \url{https://web.stanford.edu/~boyd/cvxbook/}}
}
@book{nocedal2006numerical,
title={Numerical optimization},
author={Nocedal, Jorge and Wright, Stephen},
year={2006},
publisher={Springer Science \& Business Media}
}
@book{rockafellar1970convex,
title={Convex analysis},
author={Rockafellar, R Tyrrell},
volume={28},
year={1970},
publisher={Princeton university press}
}
@book{seneta2006non,
title={Non-negative matrices and Markov chains},
author={Seneta, Eugene},
year={2006},
publisher={Springer Science \& Business Media}
}
@inproceedings{ng2002spectral,
title={On spectral clustering: Analysis and an algorithm},
author={Ng, Andrew Y and Jordan, Michael I and Weiss, Yair},
booktitle={Advances in neural information processing systems},
pages={849--856},
year={2002}
}
@article{tibshirani2013lasso,
title={The lasso problem and uniqueness},
author={Tibshirani, Ryan J and others},
journal={Electronic Journal of Statistics},
volume={7},
pages={1456--1490},
year={2013},
publisher={The Institute of Mathematical Statistics and the Bernoulli Society}
}
@book{friedman2001elements,
title={The elements of statistical learning},
author={Friedman, Jerome and Hastie, Trevor and Tibshirani, Robert},
volume={1},
number={10},
year={2001},
publisher={Springer series in statistics New York}
}
@article{candes2009exact,
title={Exact matrix completion via convex optimization},
author={Cand{\`e}s, Emmanuel J and Recht, Benjamin},
journal={Foundations of Computational mathematics},
volume={9},
number={6},
pages={717},
year={2009},
publisher={Springer}
}
@article{candes2010matrix,
title={Matrix completion with noise},
author={Candes, Emmanuel J and Plan, Yaniv},
journal={Proceedings of the IEEE},
volume={98},
number={6},
pages={925--936},
year={2010},
publisher={IEEE}
}
@book{nesterov2018lectures,
title={Lectures on convex optimization},
author={Nesterov, Yurii},
volume={137},
year={2018},
publisher={Springer}
}
@inproceedings{schmidt2011convergence,
title={Convergence rates of inexact proximal-gradient methods for convex optimization},
author={Schmidt, Mark and Roux, Nicolas L and Bach, Francis R},
booktitle={Advances in neural information processing systems},
pages={1458--1466},
year={2011}
}
@inproceedings{bottou2008tradeoffs,
title={The tradeoffs of large scale learning},
author={Bottou, L{\'e}on and Bousquet, Olivier},
booktitle={Advances in neural information processing systems},
pages={161--168},
year={2008}
}
@book{goodfellow2016deep,
title={Deep learning},
author={Goodfellow, Ian and Bengio, Yoshua and Courville, Aaron},
year={2016},
publisher={MIT press}
}