International peer-reviewed journal articles

Deep learning methods and applications in neuroimaging

posted Sep 23, 2020, 10:11 PM by Jong-Hwan Lee   [ updated Sep 23, 2020, 10:17 PM ]

Jing Sui, MingXia Liu, Jong-Hwan Lee, Jun Zhang, Vince Calhoun
J Neurosci Methods. 2020 Jun 1;339:108718. doi: 10.1016/j.jneumeth.2020.108718. Epub 2020 Apr 6.

Performance evaluation of nonnegative matrix factorization algorithms to estimate task-related neuronal activities from fMRI data

posted Sep 23, 2020, 10:03 PM by Jong-Hwan Lee   [ updated Sep 23, 2020, 10:17 PM ]

X Ding, JH Lee, SW Lee
Magnetic Resonance Imaging, Vol. 31 (3), April 2013

fMRI volume classification using a 3D convolutional neural network robust to shifted and scaled neuronal activations

posted Aug 19, 2020, 11:01 PM by Jong-Hwan Lee   [ updated Oct 21, 2020, 7:11 PM ]

Vu H, Kim HC, Jung M, Lee JH

NeuroImage, Vol. 223, Dec. 2020, doi: 10.1016/j.neuroimage.2020.117328

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Functional magnetic resonance imaging multivoxel pattern analysis reveals neuronal substrates for collaboration and competition with myopic and predictive strategic reasoning

posted Jun 22, 2020, 2:09 PM by Jong-Hwan Lee   [ updated Sep 23, 2020, 9:24 PM ]

Kim DY, Jung E, Zhang J, Lee SY, Lee JH

Human Brain Mapping, 41(15), Oct. 2020, doi: 10.1002/hbm.25127

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Can we predict real-time fMRI neurofeedback learning success from pre-training brain activity?

posted Jun 22, 2020, 1:53 PM by Jong-Hwan Lee   [ updated Jul 30, 2020, 1:43 PM ]

Haugg A., Sladky R., Skouras S., McDonald A., Craddock C., Kirschner M., Herdener M., Koush Y., Papoutsi M., Keynan J.N., Hendler T., Cohen Kadosh K., Zich C., MacInnes J., Adcock A., Dickerson K., Chen N-K., Young K., Bodurka J., Yao S., Becker B., Auer T., Schweizer R., Pamplona G., Emmert K., Haller S., Van De Ville D., Blefari M.L., Kim D-Y., Lee J-H., Marins T.F., Megumi F., Sorger B., Kamp T., Liew S-L., Veit R., Spetter M., Weiskopf N., Scharnowski F

Human Brain Mapping, 30 July 2020, doi: 10.1002/hbm.25089

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A naturalistic viewing paradigm using 360° panoramic video clips and real-time field-of-view changes with eye-gaze tracking

posted Feb 5, 2020, 1:37 PM by Jong-Hwan Lee   [ updated Aug 27, 2020, 1:56 AM ]

Kim HC, Jin S, Jo S, Lee JH

NeuroImage, Vol. 216, 2020 Aug 1;216:116617. doi: 10.1016/j.neuroimage.2020.116617.

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Does fMRI neurofeedback in the context of stress influence mood and arousal? A randomised controlled trial with parallel group design

posted Nov 19, 2019, 5:45 PM by Jong-Hwan Lee

Angelo Belardi, Jong-Hwan Lee, Hyun-Chul Kim, Esther Stalujanis, Eun Kyung Jung, Minkyung Oh, Seung-Schik Yoo, Jens C. Pruessner, Marion Tegethoff, Gunther Meinlschmidt
F1000 Research, In Press

Personalized prediction of smartphone-based psychotherapeutic micro-intervention success using machine learning

posted Nov 19, 2019, 5:38 PM by Jong-Hwan Lee   [ updated Jul 19, 2020, 2:48 PM ]

Gunther Meinlschmidt, Marion Tegethoff, Angelo Belardi, Esther Stalujanis, Minkyung Oh, Eun Kyung Jung, Hyun-Chul Kim, Seung-Schik Yoo, Jong-Hwan Lee
Journal of Affective Disorders,
2020 Mar 1;264:430-437.
 doi: 10.1016/j.jad.2019.11.071. Epub 2019 Nov 14.

Test–retest reliability of spatial patterns from resting-state functional MRI using the restricted Boltzmann machine and hierarchically organized spatial patterns from the deep belief network

posted Nov 2, 2019, 2:05 PM by Jong-Hwan Lee   [ updated Aug 26, 2020, 8:44 PM ]

Hyun-Chul Kim, Hojin Jang, Jong-Hwan Lee
Journal of Neuroscience Methods, 
2020 Jan 15;330:108451.
 doi: 10.1016/j.jneumeth.2019.108451




Mediation analysis of triple networks revealed functional feature of mindfulness from real-time fMRI neurofeedback

posted Mar 27, 2019, 2:44 PM by Jong-Hwan Lee   [ updated Jul 30, 2020, 1:47 PM ]

Kim HC, Tegethoff M, Meinlschmidt G, Stalujanis E, Belardi A, Jo S, Lee J, Kim DY, Yoo SS, Lee JH
NeuroImage, 2019 Jul 15;195:409-432. doi: 10.1016/j.neuroimage.2019.03.066

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