Publications

Book Chapters

R. Hosseini, S. Sra

Recent advances in stochastic Riemannian optimization

in Handbook of Variational Methods for Nonlinear Geometric Data, Springer, 2020

URL

S. Sra, R. Hosseini

Geometric Optimization in Machine Learning

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

URL, PDF

 

Journals

S. F. Razavi, R. Hosseini, T. Behzad

FRMDN: flow-based recurrent mixture density network

Expert Systems with Applications, 2023

URL,Code

E. Salehi, A. Aghagolzadeh, R. Hosseini

Stereo-RSSF: stereo robust sparse scene-flow estimation

The Visual Computer, 2023

URL,Code

S.M. Nasiri, R. Hosseini, H. Moradi

The optimal triangulation method is not really optimal

IET Image Processing, 2023

URL,Code

M.H. Nasseri, M. Babaee, H. Moradi, R. Hosseini

Online relational tracking with camera motion suppression

Journal of Visual Communication and Image Representation, 2023

URL, Code

P. Baghershahi, R. Hosseini, H. Moradi

Self-attention presents low-dimensional knowledge graph embeddings for link prediction

Knowledge-Based Systems, 2023

URL, Code

S.M. Nasiri, R. Hosseini, H. Moradi

Multiple-solutions RANSAC for finding axes of symmetry in fragments of objects

Pattern Recognition, 2022

URL, Code

Z.M. Kouzehkanan , S. Saghari, S. Tavakoli, P. Rostami, M. Abaszadeh, F. Mirzadeh, E.S. Satlsar, M. Gheidishahran, F. Gorgi, S. Mohammadi, R. Hosseini

A large dataset of white blood cells containing cell locations and types, along with segmented nuclei and cytoplasm

Scientific Reports, 2022

URL, Data

S. Tavakoli, A. Ghaffari, Z. M. Kouzehkanan, R. Hosseini

New segmentation and feature extraction algorithm for classification of white blood cells in peripheral smear images

Scientific Reports, 2021

URL, Code

H. Asheri, R. Hosseini, B. N. Araabi

A new EM algorithm for flexibly tied GMMs with large number of components

Pattern Recognition, 2021

URL, Code

A. Khozaei, H. Moradi, R. Hosseini, H. Pouretemad, B. Eskandari

Early screening of autism spectrum disorder using cry features

PloS One, 2020

URL, Code

S.M. Nasiri, R. Hosseini, H. Moradi

Novel Parameterization for Gauss–Newton Methods in 3-D Pose Graph Optimization

IEEE Transactions on Robotics, 2020

URL, Code

R. Hosseini, S. Sra

An alternative to EM for gaussian mixture models: Batch and stochastic riemannian optimization

Mathematical Programming, 2020

URL, Code

M. Hashemzadeh, R. Hosseini, M. N. Ahmadabadi

Clustering subspace generalization to obtain faster reinforcement learning

Evolving Systems, 2020

URL

M. Hashemzadeh, R. Hosseini, M. N. Ahmadabadi

Exploiting Generalization in the Subspaces for Faster Model-Based Reinforcement Learning

IEEE Transactions on Neural Networks and Learning Systems, 2019

URL, Code

P. H. Zadeh, R. Hosseini

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

Entropy, 2016

URL, Code

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

Improved Bayesian information criterion for mixture model selection

Pattern Recognition Letters, 2016

URL, Code

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

Inference and mixture modeling with the elliptical gamma distribution

Computational Statistics & Data Analysis, 2016

PDF, Code

S. Sra, R. Hosseini

Conic geometric optimization on the manifold of positive definite matrices

SIAM Journal on Optimization, 2015

PDF, Code

L. Theis, R. Hosseini, M. Bethge

Mixtures of conditional Gaussian scale mixtures applied to multiscale image representations

Plos One, 2012

PDF

T. Kitching, R. Hosseini, et al.

Gravitational lensing accuracy testing 2010 (GREAT10) challenge handbook

The Annals of Applied Statistics, 2011

PDF

R. Hosseini, F. Sinz, M. Bethge

Lower bounds on the redundancy of natural images

Vision research, 2010

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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

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Conferences

R. Godaz, B. Ghojogh, R. Hosseini, R. Monsefi, F. Karray, M. Crowley

Vector Transport Free Riemannian LBFGS for Optimization on Symmetric Positive Definite Matrix Manifolds

Asian Conference on Machine Learning (ACML), 2021

URL, Code

S. M. Nasiri, H. Modradi, R. Hosseini

A Linear Least Square Initialization Method for 3D Pose Graph Optimization Problem

IEEE International Conference on Robotics and Automation (ICRA), 2018

URL, Code

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

Geometric Mean Metric Learning

International Conference on Machine Learning, 2016

PDF, Code

R. Hosseini, S. Sra

Matrix manifold optimization for Gaussian mixtures

Advances in Neural Information Processing Systems, 2015

PDF

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

Data modeling with the elliptical gamma distribution.

Artificial Intelligence and Statistics, 2015

PDF, Code

M. Mash'al, R. Hosseini

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

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

PDF, Code

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

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