Furong Huang

Assistant Professor

3251 A.V. Williams Bldg, 8223 Paint Branch Dr

College Park, MD 20740


If you are a prospective student who wants to work with me, click here; if you are a current student at UMD who wants to work with me, drop me an email. 

My research spans theoretical and applied machine learning, with a focus but is not limited to 

  • learning (latent variable) probabilistic graphical models in high dimensions

  • designing scalable and distributed spectral methods with guarantees

  • efficient non-convex optimization with convergence guarantees, especially on tensor decomposition

  • machine learning in social networks, natural language processing, computer vision, neuroscience, healthcare analytics and computational biology

    Keywords: machine learning, high-dimensional statistics, unsupervised learning, non-convex optimization, spectral methods, latent variable graphical model


  • Invited Talk at ICCV 17 Furong Huang was invited to give a talk at Matrix and Tensor Factorization Methods in Computer Vision - ICCV'17 on October 23rd, 2017 at Sala Amici (Palazzo del Casino) -- Venice ...
    Posted Oct 26, 2017, 8:21 AM by Furong Huang
  • Organizer of Matrix Factorization Workshop at Heidelberg Laureate Forum Furong Huang organized a workshop on "Matrix Factorization" at the 5th Heidelberg Laureate Forum. She gave two talks during the workshop, a introductory lecture on Matrix Factorization and a detailed ...
    Posted Oct 1, 2017, 6:09 AM by Furong Huang
  • Seminar Talk at NYU I gave a talk at the NYU Machine Learning Seminar on April 4th 2017 at Warren Weaver Hall, 251 Mercer Street, New York, NY. 
    Posted Apr 4, 2017, 4:17 PM by Furong Huang
  • Spotlight Talk at Simons Institute for the Theory of Computing The workshop is "Representation Learning", and there are many great talks available on Youtube. The link to my talk is here.
    Posted Mar 30, 2017, 8:27 PM by Furong Huang
  • Spotlight Talk at 11th Annual Machine Learning Symposium I gave a spotlight talk at the 11th Annual Machine Learning Symposium  organized by Machine Learning Discussion Group at the New York Academy of Sciences on March 3rd 2017.  I ...
    Posted Mar 6, 2017, 10:54 AM by Furong Huang
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