Vehtari A - Search Results

1

A novel Bayesian approach to quantify clinical variables and to determine their spectroscopic counterparts in 1H NMR metabonomic data.

Vehtari A, Mäkinen VP, Soininen P, Ingman P, Mäkelä SM, Savolainen MJ, Hannuksela ML, Kaski K, Ala-Korpela M. Vehtari A, et al. BMC Bioinformatics. 2007 May 3;8 Suppl 2(Suppl 2):S8. doi: 10.1186/1471-2105-8-S2-S8. BMC Bioinformatics. 2007. PMID: 17493257 Free PMC article.

2

A multi-metabolite analysis of serum by 1H NMR spectroscopy: early systemic signs of Alzheimer's disease.

Tukiainen T, Tynkkynen T, Mäkinen VP, Jylänki P, Kangas A, Hokkanen J, Vehtari A, Gröhn O, Hallikainen M, Soininen H, Kivipelto M, Groop PH, Kaski K, Laatikainen R, Soininen P, Pirttilä T, Ala-Korpela M. Tukiainen T, et al. Among authors: vehtari a. Biochem Biophys Res Commun. 2008 Oct 24;375(3):356-61. doi: 10.1016/j.bbrc.2008.08.007. Epub 2008 Aug 26. Biochem Biophys Res Commun. 2008. PMID: 18700135

3

Bayesian model assessment and comparison using cross-validation predictive densities.

Vehtari A, Lampinen J. Vehtari A, et al. Neural Comput. 2002 Oct;14(10):2439-68. doi: 10.1162/08997660260293292. Neural Comput. 2002. PMID: 12396570

4

Bayesian inverse analysis of neuromagnetic data using cortically constrained multiple dipoles.

Auranen T, Nummenmaa A, Hämäläinen MS, Jääskeläinen IP, Lampinen J, Vehtari A, Sams M. Auranen T, et al. Among authors: vehtari a. Hum Brain Mapp. 2007 Oct;28(10):979-94. doi: 10.1002/hbm.20334. Hum Brain Mapp. 2007. PMID: 17370346 Free PMC article.

5

Bayesian approach for neural networks--review and case studies.

Lampinen J, Vehtari A. Lampinen J, et al. Among authors: vehtari a. Neural Netw. 2001 Apr;14(3):257-74. doi: 10.1016/s0893-6080(00)00098-8. Neural Netw. 2001. PMID: 11341565

6

Hierarchical Bayesian estimates of distributed MEG sources: theoretical aspects and comparison of variational and MCMC methods.

Nummenmaa A, Auranen T, Hämäläinen MS, Jääskeläinen IP, Lampinen J, Sams M, Vehtari A. Nummenmaa A, et al. Among authors: vehtari a. Neuroimage. 2007 Apr 1;35(2):669-85. doi: 10.1016/j.neuroimage.2006.05.001. Epub 2007 Feb 12. Neuroimage. 2007. PMID: 17300961

7

Automatic relevance determination based hierarchical Bayesian MEG inversion in practice.

Nummenmaa A, Auranen T, Hämäläinen MS, Jääskeläinen IP, Sams M, Vehtari A, Lampinen J. Nummenmaa A, et al. Among authors: vehtari a. Neuroimage. 2007 Sep 1;37(3):876-89. doi: 10.1016/j.neuroimage.2007.04.021. Epub 2007 Apr 19. Neuroimage. 2007. PMID: 17627847 Free PMC article.

8

Bayesian analysis of the neuromagnetic inverse problem with l(p)-norm priors.

Auranen T, Nummenmaa A, Hämäläinen MS, Jääskeläinen IP, Lampinen J, Vehtari A, Sams M. Auranen T, et al. Among authors: vehtari a. Neuroimage. 2005 Jul 1;26(3):870-84. doi: 10.1016/j.neuroimage.2005.02.046. Epub 2005 Apr 8. Neuroimage. 2005. PMID: 15955497

9

Analysing the length of care episode after hip fracture: a nonparametric and a parametric Bayesian approach.

Riihimäki J, Sund R, Vehtari A. Riihimäki J, et al. Among authors: vehtari a. Health Care Manag Sci. 2010 Jun;13(2):170-81. doi: 10.1007/s10729-009-9121-z. Health Care Manag Sci. 2010. PMID: 20629418

10

Exploring the lipoprotein composition using Bayesian regression on serum lipidomic profiles.

Sysi-Aho M, Vehtari A, Velagapudi VR, Westerbacka J, Yetukuri L, Bergholm R, Taskinen MR, Yki-Järvinen H, Oresic M. Sysi-Aho M, et al. Among authors: vehtari a. Bioinformatics. 2007 Jul 1;23(13):i519-28. doi: 10.1093/bioinformatics/btm181. Bioinformatics. 2007. PMID: 17646339

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