Publications

Books


S. Sra, R. Hosseini

Geometric Optimization in Machine Learning

in Algorithmic Advances in Riemannian Geometry and Applications, Springer, 2016


Journals


P. H. Zadeh, R. Hosseini

Expected logarithm of central quadratic form and its use in KL-Divergence of some distributions

Entropy, 2016


A. Mehrjou, R. Hosseini, B.N. Araabi

Improved Bayesian information criterion for mixture model selection

Pattern Recognition Letters, 2016


R. Hosseini, S. Sra, L. Theis, M. Bethge

Inference and mixture modeling with the elliptical gamma distribution

Computational Statistics & Data Analysis, 2016


S. Sra, R. Hosseini

Conic geometric optimization on the manifold of positive definite matrices

SIAM Journal on Optimization, 2015


L. Theis, R. Hosseini, M. Bethge

Mixtures of conditional Gaussian scale mixtures applied to multiscale image representations

Plos One, 2012


T. Kitching, R. Hosseini, et al.

Gravitational lensing accuracy testing 2010 (GREAT10) challenge handbook

The Annals of Applied Statistics, 2011


R. Hosseini, F. Sinz, M. Bethge

Lower bounds on the redundancy of natural images

Vision research, 2010


S. Bridle, R. Hosseini, et al.

Results of the GREAT08 Challenge: an image analysis competition for cosmological lensing

Monthly Notices of the Royal Astronomical Society, 2010


Conferences


P. H. Zadeh, R. Hosseini, S. Sra

Geometric Mean Metric Learning

International Conference on Machine Learning, 2016


R. Hosseini, S. Sra

Matrix manifold optimization for Gaussian mixtures

Advances in Neural Information Processing Systems, 2015


R. Hosseini, S. Sra, L. Theis, M. Bethge

Data modeling with the elliptical gamma distribution.

Artificial Intelligence and Statistics, 2015


M. Mash'al, R. Hosseini

K-means++ for Mixtures of von Mises-Fisher Distributions

IKT2015 7th International Conference on Information and Knowledge Technology, 2015


A. Mehrjou, R. Hosseini, B.N. Araabi

Mixture of ICAs model for natural images solved by manifold optimization method

IKT2015 7th International Conference on Information and Knowledge Technology, 2015