Faculty Publications - Benjamin Recht

Selected Articles in journals or magazines

  • H. Liu, E. Jonas, L. Tian, J. Zhong, B. Recht, and L. Waller, "3D imaging in volumetric scattering media using phase-space measurements," Optics express, vol. 23, no. 11, pp. 14461--14471, 2015.
  • N. Li, J. Cruz, C. S. Chien, S. Sojoudi, B. Recht, D. Stone, M. Csete, D. Bahmiller, and J. C. Doyle, "Robust efficiency and actuator saturation explain healthy heart rate control and variability," Proceedings of the National Academy of Sciences, vol. 111, no. 33, pp. E3476--E3485, 2014.

Selected Articles in conference proceedings

  • M. Simchowitz, A. El Alaoui, and B. Recht, "Tight query complexity lower bounds for PCA via finite sample deformed wigner law," in Proceedings of the 50th Annual ACM SIGACT Symposium on Theory of Computing, 2018, pp. 1249--1259.
  • M. Simchowitz, K. Jamieson, and B. Recht, "The Simulator: Understanding Adaptive Sampling in the Moderate-Confidence Regime," in Conference on Learning Theory, 2017, pp. 1794--1834.
  • S. Tu, R. Boczar, M. Simchowitz, M. Soltanolkotabi, and B. Recht, "Low-rank Solutions of Linear Matrix Equations via Procrustes Flow," in Proceedings of the 33nd International Conference on Machine Learning, {ICML} 2016, New York City, NY, USA, June 19-24, 2016, 2016, pp. 964--973.
  • M. Simchowitz, K. G. Jamieson, and B. Recht, "Best-of-K-bandits," in Proceedings of the 29th Conference on Learning Theory, {COLT} 2016, New York, USA, June 23-26, 2016, 2016, pp. 1440--1489.
  • J. D. Lee, M. Jordan, B. Recht, and M. Simchowitz, "Gradient Descent Only Converges to Minimizers," in Proceedings of the 29th Conference on Learning Theory, {COLT} 2016, New York, USA, June 23-26, 2016, 2016, pp. 1246--1257.
  • X. Pan, M. Lam, S. Tu, D. Papailiopoulos, C. Zhang, M. Jordan, K. Ramchandran, C. Re, and B. Recht, "Cyclades: Conflict-free Asynchronous Machine Learning," in Advances in Neural Information Processing Systems 29, 2016. [abstract]
  • X. Pan, D. Papailiopoulos, S. Omyak, B. Recht, K. Ramchandran, and M. Jordan, "Parallel correlation clustering on big graphs," in Advances in Neural Information Processing Systems 28, 2015, pp. 82--90. [abstract]

Patents

Masters Reports

  • V. Shankar, K. Krauth, Q. Pu, E. Jonas, S. Venkataraman, I. Stoica, B. Recht, and J. Ragan-Kelley, "numpywren: serverless linear algebra," EECS Department, University of California, Berkeley, Tech. Rep. UCB/EECS-2018-137, Oct. 2018. [abstract]
  • H. Mania, X. Pan, D. Papailiopoulos, B. Recht, K. Ramchandran, and M. Jordan, "Perturbed Iterate Analysis for Asynchronous Stochastic Optimization," 2017. [abstract]