Machine Learning 2010-Present

Reliable and Scalable Variational Inference for the Hierarchical Dirichlet Process
Hughes M.C, Kim D, Sudderth E.B
AISTATS 2015 [pdf]

Efficient Online Inference for Bayesian Nonparametric Relational Models
Kim D, Gopalan P, Blei D.M, Sudderth E.B
Neural Information Processing Systems 2013 [pdf] [sup]

The Nonparametric Metadata Dependent Relational Model
Kim D, Hughes M.C, Sudderth E.B.
International Conference of Machine Learning 2012 [pdf] [sup] [video]

The Doubly Correlated Nonparametric Topic Model
Kim D, Sudderth E.B
Neural Information Processing Systems 2011 [pdf] [sup]

Schizophrenia & Neuroimaging Research 2008-2010

Kim D, Sui J, Rachakonda S, White T, Manoach DS, Ho BC, Schulz SC, Calhoun VD. Identification of imaging biomarkers in schizophrenia: A coefficient constrained independent component analysis of the Mind multi-site schizophrenia study. 2010 Dec;8(4):213-29. Journal of Neuroinformatics

White T, Schmidt M, Kim D, Calhoun VD. Disrupted functional brain connectivity during verbal working memory in children and adolescents with schizophrenia. 2011 Mar;21(3):510-8. Epub 2010 Jul 29. Cerebral Cortex

Abbott C, Kim D, Bustillo J, Calhoun VD. Decreased Default Mode Neural Modulation with Age in Schizophrenia. 2010 Oct;18(10):897-907. American Journal of Geriatric Psychiatry

Kim D, Manoach DS, Mathalon D, Turner JA, Mannell M, Brown G, Ford JM, Gollub RL, White T, Wible C, Belger A, Bockholt JH, Clark VP, Lauriello J, Lear DO', Mueller B, Lim K, Andreasen N, Potkin SG, Calhoun VD. Dysregulation of working memory and default-mode networks in schizophrenia using independent component analysis, an fBIRN and MCIC study. 2009 Nov;30(11):3795-811 Human

Kim D, Mathalon D, Ford JM, Mannell M, Turner JA, Brown G, Belger A, Gollub R, Lauriello J, Wible C, Leary DO', Lim K, Toga A, Potkin SG, F.BIRN, Calhoun VD. Auditory oddball deficits in schizophrenia: An independent component analysis of the fMRI multisite function BIRN study. 2009 Jan;35(1):67-81. Schizophrenia Bulletin

Kim D, Burge J, Lane T, Pearlson GD, Kiehl KA, Calhoun VD.Hybrid ICA-Bayesian Network approach reveals distinct effective connectivity differences in schizophrenia. 2008 Oct; 42(4):1560-8. NeuroImage

Kim D, Pearlson GD, Kiehl KA, Bedrick E, Demirci O, Calhoun VD. A method for multi-group inter-participant correlation: abnormal synchrony in patients with schizophrenia during auditory target detection. 2008 Feb; 39(3):1129-41. NeuroImage

Filbey FM, Kim D, Jung R, Myers U. Abberations in resting functional networks in nicotine-dependent adults: An ICA approach. Conference for the Society for Research on Nicotine and Tobacco, 2009