Research and Publications

Ongoing research

Kaniav Kamary, (2023), “Bayesian PCA”.

Malek Ben-Sallah, Kaniav Kamary, Véronique Letort-Le Chevalier, (2023),  “Bayesian survival analysis of French Childhood Cancer Survivors’ Study using mixture distribution”.

Kaniav Kamary, (2023), “Bayesian Reparameterisation of Generalized linear Model via Finite Mixture Distribution”.

Kaniav Kamary, Véronique Letort-Le Chevalier, (2023), “Bayesian prediction of cardiac disease reached from childhood cancer therapy”.

Alexandre Selvestrel, Kaniav Kamary, (2023), “Bayesian choice of the artificial neural network activation function using mixture estimation model”.

Kate Lee, Kaniav Kamary and Christian P. Robert, (2023), “Reference prior driven by reparameterisations of clustering using distributions”, accepted for presentation at the international conference ISBA 2024 to be held July 1-7 in Venice, Italy.

Book chapters

Gilles Celeux, Kaniav Kamary, Jean-Michel Marin and Christian P. Robert, (2017),  “Computational solutions for Bayesian inference in mixture models'', a chapter of Handbook of Mixture Analysis (Chapman & Hall/CRC Handbooks of Modern Statistical Methods) 1st Edition. BookLink

Publications in Peer-reviewed Journals and Pre-prints

Solmaz Seifollahi, Hossein Bevrani, Kaniav Kamary, (2023),  “Inequality Restricted Estimator for Gamma Regression: Bayesian approach as a solution to the Multicollinearity", Journal of Communications in Statistics – Theory and Methods, PdfLink , JournalLink .

Solmaz Seifollahi, Kaniav Kamary, Hossein Bevrani, (2023),  “Bayesian Approach for Linear Regression Model with Linear Inequality Restrictions", PdfLink.

Kaniav Kamary, Merlin Keller, Pierre Barbillon, Cédric Gœury and Eric Parent, (2019),  “Computer code validation via mixture model estimation'', PdfLink.

Merlin Keller and Kaniav Kamary, (2018),  “Bayesian model selection and averaging via mixture model estimation", PdfLink.

Kaniav Kamary, Kerrie Mengersen, Christian P. Robert and Judith Rousseau, (2018),  “Bayesian testing hypothesis as a mixture estimation model", PdfLink.

Kaniav Kamary, Jeong Eun Lee and Christian P. Robert, (2018),  “Weakly informative reparametrisations for location-scale mixtures'', Journal of Computational and Graphical Statistics, PdfLink.  arXiv.

Kaniav Kamary and Kate Lee, (2015),  “Ultimixt: Bayesian Analysis of a Non-Informative Parametrization for Gaussian Mixture Distributions'', R package version 2.0. PdfLink. 

Halaleh Kamari, Hossein Bevrani, and Kaniav Kamary, (2015).  “Bayesian estimate of discrete Burr distribution with two parameters'', Research & Reviews: Journal of Statistics and Mathematical Sciences. PdfLink.

Kaniav Kamary, Kerrie Mengersen, Christian P. Robert and Judith Rousseau, (2014),  “Testing hypotheses as a mixture estimation model’’, PdfLink.

Kaniav Kamary, and Christian P. Robert, (2013),  “Reflecting about Selecting Noninformative Priors", Journal of Applied & Computational Mathematics, 03 (05). PdfLink.

Conference papers

Kaniav Kamary, Merlin Keller, Pierre Barbillon, C édric Gœury, Eric Parent, (2023), “Computer code validation via mixture model estimation”, International conference ENBIS 23 (European Network for Business and Industrial Statistics), 10-14 Septembre 2023, Valencia, Spain CONFLink.

Solmaz Seifollahi, Kaniav Kamary, Hossein Bevrani, (2023), “Inequality Restricted Estimator for Gamma Regression : Bayesian ap- proach as a solution to multicollinearity”, International conference ENBIS 23 (European Network for Business and Industrial Statistics), 10-14 September 2023, Valencia, Spain CONFLink.

Kaniav Kamary, Kerrie Mengersen, Christian P. Robert and Judith Rousseau, (2014), “Bayesian model selection via mixture estimation model”,, International conference ISBA (In- ternational Society for Bayesian Analysis), 14-18 July 2014, Cancun,  Mexico. PdfLink 

Kaniav Kamary, Jeong Eun and Christian P. Robert, (2014), “Non-informative reparameterisations for location-scale mixtures”, International conference MCMSki IV, 6-8 January 2014, Chamonix Mont-Blanc, France. PdfLink 

Kaniav Kamary and Hossein Bevrani, (2010), “Normalization Transform : A Survey on Distributions and its Properties”, Proceeding of 10th Iranian Statistical Conference, pp. 103–115. 

PhD Thesis

Kaniav Kamary and Christian P. Robert, (2016),  “Non-informative priors and modelization via mixture models'', Phd Thesis, defense:  March 15th, 2016.  PdfLink.