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Publication profile

Publication profile

Aliaksandr Hubin

Aliaksandr, Hubin
Name: Aliaksandr Hubin
Title: Forsker / Research Scientist
Phone: (+47) 22852572
Email: Aliaksandr [dot] Hubin [at] nr [dot] no
Scientific areas: Computational statistics, Bayesian methods, Model selection, Operations research
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    Academic journal articles

    2018

    Hubin, Aliaksandr; Storvik, Geir Olve. Mode jumping MCMC for Bayesian variable selection in GLMM. Computational Statistics & Data Analysis (ISSN 0167-9473). 127 pp 281-297. doi: 10.1016/j.csda.2018.05.020. 2018. Institutional archive 

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. A Novel Algorithmic Approach to Bayesian Logic Regression. Bayesian Analysis (ISSN 1936-0975). doi: 10.1214/18-BA1141. 2018.

    Academic chapters

    2016

    Hubin, Aliaksandr; Storvik, Geir Olve. On Mode Jumping in MCMC for Bayesian Variable Selection within GLMM. In: COMPUTER DATA ANALYSIS AND MODELING. Theoretical and Applied Stochastics. Proceedings of the XI International Conference. Belarusian State University. (ISBN 978-985-553-366-6). pp 275-278. 2016. Review  Full-text 

    Academic lectures

    2018

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. Deep Bayesian regression models. Gjesteforelesning, Seminar on Bayesian Methods in Machine Learning; Yandex School of Data Analysis, Moscow, 16.03.2018.

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. Deep Bayesian regression models. Seminar, Machine learning seminar at UiO; Oslo, 13.12.2018.

    2017

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. A novel algorithmic approach to Bayesian Logic Regression. Seminar, Tuesday Seminar at UiO; Blindern, 25.04.2017.

    2014

    Hubin, Aliaksandr; Norlund, Ellen Karoline; Gribkovskaia, Irina. Evaluating robustness of speed optimized supply vessel schedules. Konferanse, IFORS 2014 : 20th Conference of the International Federation of Operational Research Societies; Barcelona, 13.07.2014 - 18.07.2014. Abstract  Review 

    Scientific lectures

    2018

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. Deep Bayesian regression models. Konferanse, FocuStat Conference; Oslo, 21.05.2018 - 25.05.2018.

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. Deep Bayesian regression models. Konferanse, NORDSTAT2018 conference; Tartu, 26.06.2018 - 29.06.2018.

    2017

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. Deep non-linear regression models in a Bayesian framework. Seminar, Biometrischen Kolloquium; Vienna, 16.10.2017.

    Hubin, Aliaksandr; Storvik, Geir Olve; Grini, Paul Eivind. Variable selection in binomial regression with latent Gaussian field models for analysis of epigenetic data. Konferanse, CEN-ISBS-2017; Vienna, 28.08.2017 - 01.09.2017.

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. A novel GMJMCMC algorithm for Bayesian Logic Regression models. Workshop, ML@UiO; Oslo, 01.06.2017.

    2016

    Hubin, Aliaksandr; Storvik, Geir Olve. VARIABLE SELECTION IN BINOMIAL REGRESSION WITH LATENT GAUSSIAN FIELD MODELS FOR ANALYSIS OF EPIGENETIC DATA. Konferanse, Game of Epigenomics Conference; Dubrovnik, 24.04.2016 - 28.04.2016.

    Hubin, Aliaksandr; Storvik, Geir Olve. Variable selection in logistic regression with a latent Gaussian field models with an application in epigenomics. Gjesteforelesning, Guest Lecture; Vienna, 21.03.2016.

    Hubin, Aliaksandr; Storvik, Geir Olve. On Mode Jumping in MCMC for Bayesian Variable Selection within GLMM. Konferanse, 11th International Conference COMPUTER DATA ANALYSIS & MODELING 2016 Theoretical & Applied Stochastics; Minsk, 06.09.2016 - 09.09.2016.

    2015

    Hubin, Aliaksandr; Storvik, Geir Olve. Variable selection in binomial regression with a latent Gaussian field models for analysis of epigenetic data. Konferanse, CMStatistics 2015; London, 11.12.2015 - 14.12.2015.

    Hubin, Aliaksandr; Storvik, Geir Olve. On model selection in Hidden Markov Models with covariates. Workshop, Klækken Workshop 2015; Klækken, 29.05.2015.

    Hubin, Aliaksandr; Storvik, Geir Olve. Variable selection in binomial regression with a latent Gaussian field models for analysis of epigenetic data. Årsmøte, Norbis Annual Meeting 2015; Rosendal, 27.10.2015 - 30.10.2015.

    Posters at scientific conferences

    2018

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. Deep Bayesian regression models. NORBIS annual meeting 2018; Voss, 17.10.2018 - 19.10.2018.

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. Deep Bayesian regression models. IBC2018; Barcelona, 08.07.2018 - 13.07.2018.

    2017

    Hubin, Aliaksandr; Storvik, Geir Olve. Efficient mode jumping MCMC for Bayesian variable selection and model averaging in GLMM. Geilo Winter School 2017; Geilo, 15.01.2017 - 20.01.2017.

    Hubin, Aliaksandr; Storvik, Geir Olve; Frommlet, Florian. A novel algorithmic approach to Bayesian Logic Regression. 2017 14th Graybill Conference on Statistical Genomics and Genetics; Fort Collins, 05.06.2017 - 07.06.2017.

    2016

    Hubin, Aliaksandr; Storvik, Geir Olve. Efficient mode jumping MCMC for Bayesian variable selection in GLM with random effects models. NordStat 2016; Copenhagen, 27.06.2016 - 30.06.2016.

    2015

    Hubin, Aliaksandr. Statistics for Epigenetics. SRI seminar 2015, 09.02.2015 - 10.02.2015.

    Doctoral dissertations

    2018

    Hubin, Aliaksandr. Bayesian model configuration, selection and averaging in complex regression contexts. : Series of dissertations submitted to the Faculty of Mathematics and Natural Sciences, University of Oslo (ISSN 1501-7710). (2035). pp 215. 2018.

Postal address:
Norsk Regnesentral/
Norwegian Computing Center
P.O. Box 114 Blindern
NO-0314 Oslo
Norway
Visit address:
Norsk Regnesentral
Gaustadalleen 23a
Kristen Nygaards hus
NO-0373 Oslo.
Phone:
(+47) 22 85 25 00
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Postal address: Norsk Regnesentral/Norwegian Computing Center, P.O. Box 114 Blindern, NO-0314 Oslo, Norway
Visit address: Norsk Regnesentral, Gaustadalleen 23a, Kristen Nygaards hus, NO-0373 Oslo.
Phone: (+47) 22 85 25 00
AddressHow to get to NR