I don't update this website that often, so check the automated lists for the most recent work.

Automated lists

  • 聽computer science papers
  • 听补苍诲听听辫谤辞蹿颈濒别蝉
  • our

Preprints

  • , Akshay Seshadri, Martin Ringbauer, Rainer Blatt, Thomas Monz, Stephen Becker; and the companion paper (an extended version):聽聽by Akshay Seshadri, Martin Ringbauer, Thomas Monz, Stephen Becker
  • , Akshay Seshadri, Stephen Becker
  • , Mitchell Krock, William Kleiber, Dorit Hammerling, Stephen Becker
  • , Richard Clancy, Stephen Becker
  • , Liam Madden, Emiliano Dall'Anese, Stephen Becker

Journal publications

  • , Richard Clancy, Vladislav Gerginov, Orang Alem, Stephen Becker, Svenja Knappe, to appear in聽Physics in Medicine and Biology,听
  • , Zhishen Huang, Stephen Becker. In聽Journal of Computational Physics,听
  • , David Kozak, Stephen Becker, Alireza Doostan, Luis Tenorio. Updated version is聽, published in聽Computational Optimization and Applications,听
  • 聽Liam Madden, Stephen Becker, Emiliano Dall'Anese.听. To appear in the Journal of Optimization Theory and Applications (JOTA),听.
  • l1-regularized maximum likelihood estimation with focused-spot illumination quadruples the diffraction-limited resolution in fluorescence microscopy, J. Xing, S. Chen, S. Becker, J.-Y. Yu, C. Cogswell, Optics Express 28(26) pp 39413-39429, 2020.听
  • , Richard Clancy, Stephen Becker, in聽Signal Processing聽176(107711) 2020, at聽
  • , Osman Asif Malik and Stephen Becker, in聽Journal of Computer Mathematics: Computer Systems Theory (IJCM: CST)聽6(1) pp 54鈥�93, 2021.听
  • , Lucas Laird, Richard C. Tillquist, Stephen Becker, Manuel E. Lladser, in聽SIAM J. Discrete Math聽34(4) pp 2063-2081, 2020.
  • , Osman Asif Malik and Stephen Becker.听. In聽Advances in Computational Mathematics, vol 46 (76) 2020.听, and聽
  • , Osman Asif Malik and Stephen Becker, in聽Linear Algebra and its Applications聽602(1) pp 120-127, 2020 ()
  • , Mitchell Krock, William Kleiber, Stephen Becker, in聽Journal of Computational and Graphical Statistics,听. Previous arXiv version under the name 鈥淧enalized basis models for very large spatial datasets鈥�
  • , J-Y Yu, V. Narumanchi, S. Chen, J. Xing, S. Becker, C. Cogswell.听J. of Biomedical Optics, 25(5), 056501 (2020).
  • , Farhad Pourkamali-Anaraki, James Folberth, Stephen Becker.听Signal Processing, vol 172, July 2020.听
  • , Emiliano Dall'Anese, Andrea Simonetto, Stephen Becker, Liam Madden, IEEE Signal Processing Magazine (May 2020)
  • , James Folberth, Stephen Becker.听J. Optimization Theory and Applications (JOTA), 2019. Here is the聽聽that is published in JOTA. The final authenticated version is available online at聽.
  • , Farhad Pourkamali-Anaraki, Stephen Becker.听Neurocomputing聽363(21) pp 261鈥�272, 2019聽
  • , Richard Border and Stephen Becker. BMC Bioinformatics,听听(open access), 2019
  • , Stephen Becker, Jalal Fadili, Peter Ochs.听. SIAM J. Optimization, 29(4), 2445-2482, 2019.听
  • ,听Derek Driggs, Stephen Becker, Aleksandr Aravkin, SIAM J Scientific Computing (2019)
  • Template Polyhedra and Bilinear Optimization,听Jessica Gronski, Mohamed-Amin Ben Sassi,听Stephen Becker,听Sriram Sankaranarayanan (January 2018), in聽Formal Methods and Design.
  • , Jiun-Yann Yu, Stephen R. Becker, James Folberth, Bruce F. Wallin, Simeng Chen, and Carol J. Cogswell. In Optics Express, vol 26(8) pp. 9850-9865 (2018).听
  • , F. Pourkamali-Anaraki, S. Becker. IEEE Trans. Info. Theory 2017 (DOI:聽)
  • , J. Folberth and S. Becker,听IEEE Signal Processing Magazine, vol 33(6) 135鈥�147, 2016
  • , J. Bruer, J. Tropp, V. Cevher and S. Becker,IEEE Journal of Selected Topics in Signal Processing, Vol 9, No 4, June 2015
  • , Volkan Cevher, Stephen Becker, Mark Schmidt,听IEEE Signal Processing Magazine, vol. 31, no. 5, 2014.听聽also available
  • , Stephen Becker and Patrick L. Combettes,听Journal of Nonlinear and Convex Analysis, vol. 15, no. 1, pp. 137鈥�159, Jan. 2014
  • Improving IMRT delivery efficiency with iteratively reweighted L1-minimization for inverse planning, with Hojin Kim, Lei Xing, Ruijiang Li et al.,听Medical Physics, vol. 40, 071719, 2013.听
  • , Michael Wakin, Stephen Becker, Eric Nakamura, Michael Grant, Emilio Sovero, Daniel Ching, Juhwan Yoo, Justin Romberg, Azita Emami-Neyestanak, Emmanuel Cand猫s,听IEEE Journal on Emerging and Selected Topics in Circuits and Systems听(JETCAS), vol. 2, no. 3, pp. 516鈥�529, 2012.听
  • , J. Yoo, C. Turnes, E. Nakamura, C. Le, S. Becker, E. Sovero, M. Wakin, M. Grant, J. Romberg, A. Emami-Neyestanak, and E. Cand猫s,听IEEE Journal on Emerging and Selected Topics in Circuits and Systems听(JETCAS), vol. 2, no. 3, pp. 626鈥�638, 2012.听
  • 聽by P. H. Poole, S. R. Becker, F. Sciortino, and F. W. Starr;聽Journal of Physical Chemistry B, vol. 114, no. 48, pp. 14176鈥�14183, 2011.
  • 聽by S. Becker, E. Cand猫s, M. Grant. In聽Mathematical Programming Computation, vol 3 no 3 (2011) 165鈥�218.听. An extended version appears as chapter 4 in my聽. Typos: eq. 4.6a should have 1, not sigma_k^{-1}t_k^{(1)}, in the second parameter of Trunc, and the two equations above should have z^{(1)} not z^{(2)} in the l-infinity norm constraint.
  • 聽by S. Becker, J. Bobin and E. J. Cand猫s. In聽SIAM J. on Imaging Sciences (SIIMS), vol 4 no. 1 (2011).听. An extended version appears as chapter 2 in my聽.
  • 聽by Gross, Liu, Flammia, Becker and Eisert, in聽Physical Review Letters, 2010, vol 105, number 15 (4 pages).
  • , P. Kumar, S.V. Buldyrev, S.R. Becker, P.H. Poole, F.W. Starr, and H.E. Stanley,听Proceedings of the National Academy of Science, Vol. 104, 9575-9579 (2007).
  • , by Stephen R. Becker, Peter H. Poole, and Francis W. Starr, in聽Physical Review Letters, vol. 97 no. 5. Copyright 2006 by the American Physical Society.
  • 鈥淭he Dynamics of Falling Dominoes鈥�, Stan Wagon, Adrianne Pontarelli, Stephen Becker and William Briggs,听UMAP Journal, (26)1, 2005, pp. 37-48.

Book chapters

  • , S. Becker and A. Aravkin, in 鈥淩obust Low-Rank and Sparse Matrix Decomposition: Applications in Image and Video Processing鈥�, T. Bouwmans, N. Aybat, E. Zahzah, eds. CRC Press, 2016.听

Conference publications

  • , Osman Asif Malik, Venkatalakshmi Vyjayanthi Narumanchi, Stephen Becker, Todd W. Murray. In聽WASPAA聽conference, 2021
  • , Osman Asif Malik, Stephen Becker. In ICML 2021
  • , Shuang Li, Stephen Becker, Michael Wakin. In Asilomar conference on Signals, Systems and Computers, 2020.
  • , Zhishen Huang, Stephen Becker. In IJCNN2021 (International Joint Conference on Neural Networks)
  • Computational super-resolution microscopy: leveraging noise model, regularization and sparsity to achieve highest resolution, Jian Xing, Simeng Chen, Stephen Becker, Jiun-Yann Yu and Carol Cogswell, in SPIE BiOS 2020, San Francisco, CA.听
  • One-Pass Sparsified Gaussian Mixtures, Eric Kightley and Stephen Becker, to appear in the Machine Learning workshop, at the聽, Dec 9-12, 2019, Los Angeles, CA
  • , Liam Madden, Stephen Becker, Emiliano Dall'Anese (March 2019)
  • , Zhishen (Leo) Huang and Stephen Becker, in
  • , S. Becker and O. Malik, in NIPS 2018 听(aka NeurIPS 2018).
  • , F. Pourkamli-Anaraki, S. Becker, M. Wakin. Conference on Artificial Intelligence (AAAI), San Francisco, Feb 2018.
    • A preliminary, shorter version appears as聽,听Farhad Pourkamali-Anaraki, Stephen Becker (December 2016)
  • , S Becker and F. Pourkamali-Anaraki, SIAM Workshop on Dimension Reduction 2017, July 9-10, Pittsburg
  • , S. Becker, B. Kawas, M. Petrik, K. N. Ramamurthy.听Accepted in聽听(Feb 2017)
  • ,听F. Pourkamali-Anaraki, S. Becker, in聽2016 IEEE GlobalSIP (Global Conference on Signal and Information Processing).
  • , F. Pourkamali-Anaraki, S. Becker, S. Hughes, in聽听(May 2015).
  • , S. Becker, L. Horesh, A. Aravkin, E. van den Berg, S. Zhuk, as extended abstract at EAGE (Madrid, Spain, June 2015)
  • , J. Bruer, J. A. Tropp, V. Cevher, S. Becker, NIPS 2014, Montreal.
  • , C-J. Hsieh, I. Dhillon, P. Ravikumar, S. Becker, P. Olsen, NIPS 2014, Montreal.
  • A variational approach to stable principal component pursuit, A. Aravkin, S. Becker, V. Cevher, P. Olsen,听.听
  • Joint low-rank representation and matrix completion under a singular value thresholding framework, C. Tzagkarakis, S. Becker and A. Mouchtaris,听.
  • , B. Bah, S. Becker, V. Cevher and B. Gozcu,听ICASSP听2014.
  • A proximal splitting method for inf-convolutive variational models in image recovery, S. Becker and P. L. Combettes,听accepted听颈苍听, Melbourne
  • , Stephen Becker and Volkan Cevher,听聽2013, Lausanne Switzerland.
  • , Stephen Becker, Volkan Cevher, Anastasios Kyrillidis,听聽2013, Bremen Germany. This arXiv version is an extended version (i.e., with proofs) of the 4 page SampTA proceedings version.
  • , Stephen Becker, Volkan Cevher, Christopher Koch, Anastasios Kyrillidis (the v3 on arXiv is our expanded version of our NIPS conference version).听ICML, Atlanta. For fun, see the聽. There is an earlier version on the聽听飞别产蝉颈迟别.
  • , Anastasios Kyrillidis, Stephen Becker, Volkan Cevher, in聽NIPS Workshop on Discrete Optimization in Machine Learning听(), Dec. 2012
  • , Stephen Becker, M. Jalal Fadili, in聽聽2012 (Lake Tahoe) (recieved a 鈥渟potlight presentation鈥� as one of the top 5% of submissions)
  • , J. Yoo, S. Becker, M. Loh, M. Monge, E. Cand猫s, A. Emami-Neyestanak. In聽RFIC聽2012 (Montreal, Canada, June 2012).听
  • , J. Yoo, S. Becker, M. Monge, M. Loh, E. Cand猫s, A. Emami-Neyestanak. In聽ICASSP聽2012 (Kyoto, Japan, March 2012)聽

Selected Talks

(full list of invited talks is on my聽CV; here I list a few that have video or slides or websites)

  • Compressed Sensing and Matrix Completion, 抖阴旅行射 Boulder TCP seminar, Feb 2020.
  • 鈥淢atrix Completion and Robust PCA鈥�, University of Colorado Boulder, Computer Science department colloquium, Boulder, CO. Nov 20 2014.听
  • , Minisymposium, SIAM Imaging Science, Philadelphia.听, May 22 2012
  • , at the聽聽at the 2011 SIAM Conference on Optimization in Darmstadt. Here's the聽听(Matlab code to generate this can be found at the聽聽or at the locally hosted version of the聽), May 19 2011
  • 聽talk for聽, Oct 23 2009

Technical Reports

  • , Will Shand and Stephen Becker
  • , Derek Driggs, Stephen Becker and Jordan Boyd-Graber
  • , Stephen Becker, James Folberth, Laura Grigori
  • , from 2011 but posted 2019, shows the Chen-Teboulle algorithm admits a more aggressive stepsize than via the original analysis.
  • 聽discusses exact step-size selection for piecewise quadratic objective functions, with code at聽

Theses

  • , California Institute of Technology (PhD thesis, 2011). Co-winner, Carey prize.
  • , Wesleyan University (undergraduate thesis, 2005). Co-winner, Bertman prize.

Theses of my students

  • In the pipeline...
    • Akshay Seshadri (PhD, 抖阴旅行射 Physics) 2023?
    • Kevin Doherty (PhD), 2023-4?
    • Jacob Spainhour (PhD), 2024?
    • Cooper Simpson (MS), 2022 summer
  • After 2019, 抖阴旅行射 stopped putting theses online (or put them somewhere I can't find them)
    • Richard Clancy, 2022, PhD
    • Liam Madden, 2022, PhD (co-advised with Emiliano Dall'Anese, 抖阴旅行射 ECEE)
    • Jaden Wang, 2022, BS.
    • Erik Johnson, 2021, PhD (main advisor Dan Larremore, 抖阴旅行射 CS)
    • Osman Malik, 2021, PhD
    • Jacob Tiede, 2021, Professional Masters,
    • Zhishen (Leo) Huang, 2020, PhD
  • , David Kozak, 2020, PhD (main advisor: Luis Tenorio, Colorado School of Mines, Applied Math & Stat)
  • , Marc Thomson, 2019, Masters; code at聽.
  • , Eric Kightley, 2019, PhD
  • , Jessica Gronski, 2019, PhD
  • , Richard Border, 2018, Masters
  • , James Folberth, 2018, PhD
  • , Farhad Pourkamali Anaraki, 2017, PhD
  • , Derek Driggs, 2017, Masters