Publications

  • Bayesian inference as iterated random functions with applications to sequential inference in graphical models [arXiv]
    A. A. Amini and X. Nguyen
    submitted 2013.
    (Short version is to appear in NIPS 2013).
  • Structured functional regression models for high-dimensional spatial spectroscopy data [arXiv]
    A. A. Amini, E. Levina, and K. A. Shedden
    submitted 2013.
  • Pseudo-likelihood methods for community detection in large sparse networks [arXiv]   [MATLAB code]
    A. A. Amini, A. Chen, P. J. Bickel, E. Levina
    Annals of Statistics 2013, Vol. 41 (4), 2097-2122. [link]
  • Sequential detection of multiple change points in networks: a graphical model approach [arXiv]
    A. A. Amini and X. Nguyen
    IEEE Trans. on Information Theory 2013, Vol. 59 (9), 5824–5841 [link]
    (Short version appears in Proceedings of ISIT 2012. [link])
  • Sampled forms of functional PCA in reproducing kernel Hilbert spaces [arXiv], [AOS ver.]
    A. A. Amini and M. J. Wainwright
    Annals of Statistics 2012, Vol. 40 (5), 2483–2510. [link]
  • On approximtion properties of certain operator-induced norms on Hilbert spaces [arXiv]
    A. A. Amini and M. J. Wainwright
    J. Approximation Theory 2012, 164, 320–345.
  • High-dimensional analysis of semidefinite programming relaxations for sparse principal component analysis (PDF)
    A. A. Amini and M. J. Wainwright
    Annals of Statistics 2009, Vol. 37 (5B), 2877–2921.
    (A short version of this appears in Proceedings of ISIT 2008. [link])
  • A fast method for sparse component analysis based on iterative detection-projection (PDF),
    A. A. Amini, M. Babaie-Zadeh, C. Jutten
    Proceedings of MaxEnt 2006
    (There is an extended unpublished version of this on [arXiv].)
  • A new approach for sparse decomposition and sparse source separation
    A. A. Amini, M. Babaie-Zadeh, C. Jutten,
    Proceedings of Eusipco 2006

Teaching

Theses

PhD
High-dimensional principal component analysis (abstract) (PDF)
MS (in Farsi)
Sparse component analysis (PDF)