Publication of Moo K. Chung


Click paper title to download PDF. Data/MATLAB codes used in the paper can be also downloaded from the link. New publications are in bold.
  1. Moo K. Chung, Jamie L. Hanson, Jieping Ye, Richard J. Davidson, Seth D. Pollak, Persistent Homology in Sparse Regression and Its Application to Brain Morphometry. arXiv:1409.0177 under review
  2. Chung, M.K., Hanson, J.L., Pollak, S.D. 2014. Statistical analysis on brain surfaces, Handbook of Modern Statistical Methods: Neuroimaging Data Analysis. under review.
  3. Chung, M.K., Qiu, A., Seo S. Vorperian, H.K. 2014. Unified Heat Kernel Smoothing on Manifolds and Its Application to Mandible Growth Modeling in CT Images, Medical Image Analysis. under review
  4. Wang, Y., Chung, M.K., Vorperian, H.K. 2014. Composite growth model applied to human oral and pharyngeal structures and identifying the contribution of growth types. Statistical Methods in Medical Research. in press
  5. Chung, M.K., Schaefer, S.M., van Reekum, C. M., Schmitz, L.P., Sutterer, M., Davidson, R.J. 2014. A unified kernel regression for diffusion wavelets on manifolds detects aging-related changes in the amygdala and hippocampus, 17th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science(LNCS) 8674:791-298
  6. Hosseinbor, A.P., Kim, W.H., Adluru, N., Acharya, A., Vorperian, H.K., Chung, M.K. 2014.  The 4D hyperspherical diffusion wavelet: a new method for the detection of localized anatomical variation, 17th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). in press
  7. Lee, H., Chung, M.K., Kang, H., Lee, D.S. 2014. Hole detection in metabolic connectivity of Alzheimer's disease using k-Laplacian, 17th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science(LNCS) 8675:297-304
  8. Kim, H.J., Adluru, N., Collins, M.D., Chung, M.K., Bendlin, B.B., Johnson, S.C., Davidson, R.J., Singh, V. 2014. Multivariate general linear models (MGLM) on Riemannian manifolds with applications to statistical analysis of diffusion weighted Images, The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2705-2712
  9. Du, J., Hosseinbor, A.P., Chung, M.K., Bendlin, B.B., Suryawanshi, G., Alexander, A.L., Qiu, A. 2014. Diffeomorphic metric mapping and probabilistic atlas generation of hybrid diffusion imaging based on BFOR signal basis, Medical Image Analysis 18:1002-1014
  10. Kim, W.H., Singh, V., Chung, M.K., Hinrichs, C., Pachauri, D., Okonkwo, O.C., Johnson, S.C. 2014. Multi-resolution shape features via non-Euclidean wavelets: Applications to statistical analysis of cortical thickness. NeuroImage 93:107-123.
  11. Wang, Y., Ombao, H., Chung, M.K. 2014. Persistence landscape of functional signal and its application to epileptic electroencaphalogram data, received ENAR Distinguished Student Paper Award (20 awards out of 169 submissions, acceptance 11.8%)
  12. Chung, M.K., Kim, S.-G., Schaefer, S.M., van Reekum, C. M., Schmitz, L.P., Sutterer, M., Davidson, R.J. 2014. Improved statistical power with a sparse shape model in detecting an aging effect in the hippocampus and amygdala, Proceedings of SPIE Medical Imaging 9034, 90340Y 
  13. Hanson, J.L., Adluru, N., Chung, M.K., Alexander, A.L., Davidson, R.J., Pollak, S.D. 2013. Early neglect is associated with alterations in white matter integrity and cognitive functioning, Child Development 84:1566-1578
  14. Kim, W.H., Adluru, N., Chung, M.K., Kumar, A., Altshuler, L., Moody, T., GadElkarim, J., Singh, V., Leow, A. 2013. Multi-resolution brain network filtering and analysis via wavelets on non-Euclidean space, 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS) 8151:643-651 (acceptance 32.8%).
  15. Hosseinbor, A.P., Chung, M.K., Schaefer, S.M., van Reekum, C., Peschke-Schmitz, L., Sutterer, M., Alexander, A.L., Davidson, R.J. 2013. 4D Hyperspherical harmonic (HyperSPHARM) representation of  multiple disconnected brain subcortical structures, 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS) 8149:598-605 (acceptance 32.8%).
  16. Hosseinbor, A.P., Chung, M.K., Wu, Y.-C., Bendlin, B.B., Alexander, A.L. 2013. A 4D hyperspherical interpretation of q-space, 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS) 8151:501-509 (acceptance 32.8%).
  17. Chung, M.K., Hanson, J.L., Lee, H., Adluru, N., Alexander, A.L., Davidson, R.J., Pallak, S.D. 2013. Persistent Homological Approach to Detecting White Matter Abnormality in Maltreated Children: MRI and DTI Multimodal Study. 16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS) 8149:300-307 (acceptance 32.8%).
  18. Kim, W.H., Chung, M.K., Singh, V. 2013. Multi-resolution shape analysis via non-Euclidean wavelets: applications to mesh segmentation and surface alignment problem. Computer Vision and Pattern Recognition (CVPR) 2139-2146. PMCID: PMC3879264

  19. Chung, M.K. 2013. Statistical and Computational Methods in Brain Image Analysis.  Chapman & Hall/CRC. DATA/MATLAB

    The book is mainly focused  on methodological issues in analyzing structural brain imaging modalities such as MRI and DTI. Concepts and methods are illustrated with real imaging applications and examples.


  20. Du, J., Hosseinbor, A.P., Chung, M.K., Bendlin, B.B., Syryawanshi, G., Alexander. A.L., Qiu, A. 2013. Diffeomorphic metric mapping of hybrid diffusion imaging based on BFOR signal basis. Information Processing in Medical Imaging (IPMI). Lecture Notes in Computer Science (LNCS). 7917:147-158.
  21. Whyms, B. J., Vorperian, H.K., Gentry, L. R., Schimek, E.M., and Bersu, E. T. Chung, M.K. 2013. The effect of computed tomographic scanner parameters and 3-dimensional volume rendering techniques on the accuracy of linear, angular, and volumetric measurements of the mandible. Oral Surgery, Oral Medicine, Oral Pathology, and Oral Radiology Journal. 115:682-691. PMCID: PMC3633147
  22. Hosseinbor, A.P., Chung, M.K., Wu, Y.-C., Alexander, A.L. 2013. Bessel Fourier orientation reconstruction (BFOR): an analytical diffusion propagator reconstruction for hybrid diffusion imaging and computation of q-space indices, NeuroImage 64:650-670.

  23. Chung, M.K. 2013. Computational Neuroanatomy: The Methods, World Scientific Publishing Company

     The main goals of this book are to provide an overview of various mathematical, statistical and computational methodologies used in computational neuroanatomy to a wide range of researchers and students, and to address important yet technically challenging topics in further detail.

  24. Chung, M.K., Lee, H., Arnold, A. 2012. Persistent homological structures in compressed sensing and sparse likelihood, NIPS Workshop on Algebraic Topology and Machine Learning.
  25. Lee, H., Kang, H., Chung, M.K., Kim, B.-N., Lee, D.S. 2012 Weighted functional brain network modeling via network filtration, NIPS Workshop on Algebraic Topology and Machine Learning.
  26. Kim, W.H., Pachauri, D., Hatt, C., Chung, M.K., Johnson, S.C., Singh, V. 2012. Wavelet based multi-scale shape features on arbitrary surfaces for cortical thickness discrimination, Advances in Neural Information Processing Systems (NIPS) (acceptance 25.2%)
  27. Hosseinbor, A.P., Chung, M.K., Wu, Y.-C., Fleming, J.O., Field, A.S., Alexander, A.L. 2012. Extracting quantitative measures from EAP: a small clinical study using BFOR. 15th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS). 7511:280-287 (acceptance 32%).
  28. Hanson, J.L., Chung, M.K., Avants, B.B., Rudolph, K.D., Shirtcliff, E.A., Gee, J.C., Davidson, R.J., Pollak, S.D. 2012. Structural variations in prefrontal cortex mediate the relationship between early childhood stress and spatial working memory, The Journal of Neuroscience 32:7917-7925.

  29. Lee, H., Kang, H.K., Chung, M.K., Kim, B.-N., Lee, D.S. 2012. Persistent brain network homology from the perspective of dendrogram, IEEE Transactions on Medical Imaging. 31:2267-2277.

     
    We propose a novel multiscale framework that models all brain networks generated over every possible threshold as the Rips filtration which is equivalent to a single linkage dendrogram.

  30. Lee, H., Chung, M.K., Kang, H., Kim, B.-N., Lee, D.S. 2012. Edge selection method preserving the topological features of brain network. 18th Annual Meeting of the Organization for Human Brain Mapping (OHBM). 7457. (selected for oral). Poster
  31. Kim, S.-G., Lee, H., Chung, M.K., Hanson, J.L., Avants, B.B., Gee, J.C., Davidson, R.J., Pollak, S.D. 2012. Agreement between the white matter connectivity based on the tensor-based morphometry and the volumetric white matter parcellations based on diffusion tensor imaging. IEEE International Symposium on Biomedical Imaging (ISBI) 42-45.
  32. Kim, S.-G., Chung, M.K., Schaefer, S.M., van Reekum, C., Davidson, R.J. 2012. Sparse shape representation using the Laplace-Beltrami eigenfunctions and its application to modeling subcortical structures. IEEE Computer Society Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA). 25-32. (selected for oral). MATLAB
  33. Kim, S.-G., Chung, M.K., Seo, S., Schaefer, S.M., van Reekum, C., Davidson, R.J. 2011. Heat kernel smoothing via Laplace-Beltrami eigenfunctions and its application to subcortical structure modeling. Pacific-Rim Symposium on Image and Video Technology (PSIVT). Lecture Notes in Computer Science (LNCS). 7087:36-47. (selected for oral). MATLAB
  34. Adluru, N., Chung, M.K., Lange, N.T., Lainhart, J.E., Alexander, A.L. 2011. Applications of epsilon radial networks in neuroimage analyses. Pacific-Rim Symposium on Image and Video Technology (PSIVT). Lecture Notes in Computer Science (LNCS). 7087:236-247 (selected for oral).
  35. Gallagher, C.L., Oakes, T.R., Johnson, S.C., Chung, M.K., Holden, J.E., Bendlin, B.B., McLaren, D.G., Xu, G., Nickles, R.J., Pyzalski, R., DeJesus, O., Brown, W.D. 2011. Rate of 6-[18F] fluorodopa uptake decline in striatal subregions in Parkinson's disease. Movement Disorders. 26:614-620.
  36. Gallagher, C.L., Johnson, S.C., Bendlin, B.B., Chung, M.K., Holden, J.E., Oakes, T.R., Brooks, B.R., Konopacki, R.A., Dogan, S., Abbs, J.H., Xu, G., Nickles, R.J., Pyzalski, R.W., DeJesus, O.T., Brown, W.D. 2011. A longitudinal study of motor performance and striatal [18F] fluorodopa uptake in Parkinsonís disease, Brain Imaging and Behavior, 5:203-211.
  37. Pachauri, D., Hinrichs, C., Chung, M.K., Johnson, S.C., Singh, V. and ADNI. 2011. Topology-based kernels with application to inference problems in Alzheimer's disease. IEEE Transactions on Medical Imaging. 30:1760-1770.

  38. Lee, H., Chung, M.K., Kang, H., Kim, B.-N., Lee, D.S. 2011. Computing the shape of brain network using graph filtration and Gromov-Haudorff metric. 14th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS). 6892:302-309.  (selected for oral, oral acceptance = 4.15%).

    We introduce a new framework for measuring the network difference using the Gromov-Hausdor (GH) distance, which is often used in shape analysis.


  39. Hosseinbor, A.P., Chung, M.K., Wu, Y.-C., Alexander, A.L. Bessel Fourier Orientation Reconstruction: An Analytical EAP Reconstruction using Multiple Shell Acquisitions in Diffusion MRI. 14th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS). 6892:217-225.  (acceptance rate = 30%).
  40. Chung, M.K., Seo, S., Adluru, N., Vorperian, H.K. Hot spots conjecture and its application to modeling tubular structures. 2nd International Workshop on Machine Learning in Medical Imaging (MLMI). Lecture Notes in Computer Science (LNCS). 7009:225-232 (selected for oral). MATLAB
  41. Vorperian, H.K., Wang, S., Schimek, E.M., Durtschi, R.B., Kent, R.D., Gentry, L.R., Chung, M.K. 2011. Developmental sexual dimorphism of the oral and pharyngeal portions of the vocal tract: An imaging study. The Journal of Speech, Language and Hearing Research. 54:995-1010. (selected for Editor's Award for the best paper in 2011) PMCID: PMC3135757

  42. Lee, H., Lee, D.S., Kang, H., Kim, B.-N., Chung, M.K. 2011. Sparse brain network recovery under compressed sensing. IEEE Transactions on Medical Imaging. Special Issue on Compressed Sensing. 30:1154-1165.

    The sparse linear regression model with a l_1-norm penalty, also known as the least absolute shrinkage and selection operator (LASSO), was introduced for modeling sparse brain connectivity.

  43. Lee, H., Chung, M.K., Kang, H., Kim, B.-N., Lee, D.S. 2011. Persistent network homology from the perspective of dendrograms. 17th Annual Meeting of the Organization for Human Brain Mapping (OHBM). (selected for oral and NIH travel award). Poster, Poster
  44. Chung, M.K., Lee, H., Kim, P.T., Ye, J.C. 2011. Sparse topological data recovery in medical images. IEEE International Symposium on Biomedical Imaging (ISBI). 1125--1129. (invited paper).
  45. Seo, S., Chung, M.K. 2011. Laplace-Beltrami eigenfunction expansion of cortical manifolds. IEEE International Symposium on Biomedical Imaging (ISBI) 372-375. (NIH travel award).
  46. Kim, S.-G., Chung, M.K., Hanson, J.L., Avants, B.B., Gee, J.C., Davidson, R.J., Pollak, S.D. 2011. Structural connectivity via the tensor-based morphometry. IEEE International Symposium on Biomedical Imaging (ISBI).
  47. Lee, H., Chung, M.K., Kang, H., Kim, B.-N., Lee D.S. 2011. Discriminative persistent homology of brain networks. IEEE International Symposium on Biomedical Imaging (ISBI). 841-844
  48. Lee, H., Lee, D.S., Kang, H., Kim, B.-N., Chung, M.K. 2011. Sparse brain network using penalized linear regression. Proceedings of SPIE. 7965, 796517 (selected for oral)
  49. Chung, M.K., Adluru, N., Dalton, K.M., Alexander, A.L., Davidson, R.J. 2011. Scalable brain network construction on white matter fibers. Proceedings of SPIE. 7962, 79624G.
  50. Seo, S. Chung, M.K. Voperian, H.K. 2011. Mandible shape modeling using the second eigenfunction of the Laplace-Beltrami operator. Proceedings of SPIE. 7962, 79620Z (selected for oral).

  51. Chung, M.K., Worsley, K.J., Nacewicz, B.M., Dalton, K.M., Davidson, R.J. 2010. General multivariate linear modeling of surface shapes using SurfStat. NeuroImage. 53:491-505. 
    This paper present a first unified computational and statistical framework for modeling amygdala shape variations in a clinical population.  MATLAB


  52. Adluru, N., Chung, M.K., Dalton, K.M., Alexander, A.L., Davidson, R.J. 2010. Characterizing brain connectivity using ε-radial nodes: application for classifying autism. MICCAI workshop on Computational Diffusion MRI.
  53. Hanson, J. Chung, M.K., Avants, B., Shirtcliff, E., Gee, J., Davidson, R.J. 2010. A tensor-based morphometry investigation of brain structure and behavioral risk. Journal of Neuroscience. 30:7466-7472.
  54. Seo, S., Chung, M.K., Voperian, H.K. 2010. Heat kernel smoothing using Laplace-Beltrami eigenfunctions. 13th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS). 6363:505-512. (acceptance rate < 32%).
    The Greenís function of an isotropic diffusion equation on a manifold is analytically represented using the eigenfunctions of the Laplace-Beltraimi operator.  MATLAB

  55. Chung, M.K. 2010. R-square, The Encyclopedia of Research Design, Sage Publications. (invited paper).
  56. Chung, M.K. Adluru, N. Dalton, K. M., Alexander, A.L., Davidson, R.J. 2010. Characterization of structural connectivity in autism using graph networks with DTI. 16th Annual Meeting of the Organization for Human Brain Mapping. 938. (selected as e-poster as one of the best abstracts).
  57. Kim, S.-G., Chung, M.K., Hanson, J.L., Avants, B.B., Gee, J.C., Davidson, R.J., Pollak, S.D. 2010. Structural connectivity via the tensor-based morphometry. The Biannual Meeting of Korean Socieity of Human Brain Mapping. (best poster award).

  58. Chung, M.K., Adluru, N., Lee, J.E., Lazar, M., Lainhart, J.E., Alexander, A.L., 2010. Cosine series representation of 3D curves and its application to white matter fiber bundles in diffusion tensor imaging. Statistics and Its Interface. 3:69-80. PMCID: PMC3541410  

    We present a novel cosine series representation for encoding fiber bundles consisting of multiple 3D curves using the cosine series expansion. We address the issue of registration, averaging and statistical inference on curves in a unified Hilbert space framework.  MATLAB
     
  59. Adluru, N., Hinrichs, C., Chung, M.K., Lee, J.E., Singh, V., Erin, D.B., Lange, L.T., Lainhart, J.E., Alexander, A.L. 2009. Classification in DTI using shapes of white matter tracts. IEEE Engineering in Medicine and Biology Society (EMBC).
  60. Chung, M.K., Adluru, N., Lee, J.E., Lazar, M., Lainhart, J.E., Alexander, A.L. 2009. Efficient parametric encoding scheme for white matter fiber bundles. IEEE Engineering in Medicine and Biology Society (EBMC) (invited paper).
  61. Chung, M.K., Singh, V., Kim, P.T., Dalton, K.M., Davidson, R.J. 2009. Topological characterization of signal in brain images using the min-max diagram. 12th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS). 5762:158-166. (acceptance rate < 32%).

    We present a novel computational framework for characterizing signal in brain images via nonlinear pairing of critical values of the signal. Among the astronomically large number of different pairings possible, we show that representations derived from specific pairing schemes provide concise representations of the image.

  62. Khan, A.R., Chung, M.K., Beg, M.F. 2009. Robust atlas-based brain segmentation using multi-structure confidence-weighted registration. 12th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS). (acceptance rate < 32%).
  63. Durtschi, R.B., Chung, D., Gentry, L.R., Chung, M.K., Vorperian, H.K. 2009. Developmental craniofacial anthropometry: assessment of race effects. Clinical Anatomy. 22:800-808.
  64. Chung, M.K., Bubenik, P., Kim, P.T. 2009. Persistence diagrams of cortical surface data. Information Processing in Medical Imaging (IPMI). Lecture Notes in Computer Science (LNCS). 5636:386-397. (selected for oral presentation , oral acceptance rate 17%).

     We present a novel framework for characterizing signals in images using techniques from computational algebraic topology. The main tool is persistent homology which can be encoded in persistence diagrams.  These diagrams visually show how the number of connected components of the sublevel sets of the signal changes. 

     
  65. Chung, M.K., Wu,  Y.-C., Alexander, A.L. 2009. 3D functional representation of spasely sampled 2D cortical data.  IEEE International Symposium on Biomedical Imaging (ISBI). poster
  66. Hinrichs, C., Singh, V., Mukherjee, L., Xu, G., Chung, M.K., Johnson, S.C. 2009. Spatialy augmented LP boosting for AD classification with evaulation on the ADNI dataset. NeuroImage, 48:138-149. PMCID: PMC2773131
  67. Vorperian, H.K., Wang, S., Chung, M.K., Schimek, E.M., Durtschi, R.B., Kent, R.D., Ziegert, A.J., Gentry, L.R. 2008. Anatomical development of the oral and pharyngeal portions of the vocal tract for males and females: an imaging study. The Journal of the Accoustical Soceity of America. 125:1666-1678. PMCID: PMC2669667
  68. Lee, J.E., Chung, M.K., Lazar, M., DuBray, M.B., Kim, J., Bigler, E.D., Lainhart, J.E., Alexander, A.L. 2008. A study of diffusion tensor imaging by tissue-specific, smoothing compensated voxel-based analysis. NeuroImage 44:870-883.


  69. Chung, M.K. Hartley, R., Dalton, K.M., Davidson, R.J. 2008. Encoding cortical surface by spherical harmonics.  Satistica Sinica 18:1269-1291 (Special Issue on Statistical Challenges and Advances in Brain Science).
    MATLAB

    Most previous approaches start with flipping the 3D magnetic resonance images (MRI). The anatomical correspondence across the hemispheres is then established by registering the original image to the flipped image. We present a radically different asymmetry analysis that utilizes a novel weighted spherical harmonic representation of cortical surfaces.


  70. Chung, M.K. Lee, Jee Eun, Pack, G., Lazar, M., Lange, N.T., Lainhart, J.E., Alexander, A.L. 2008. A unified parametric model of white matter fiber tracts. MICCAI Workshop on Computational Diffusion MRI
  71. Chung, M.K.,Qiu, A., Nacewicz, B.M., Dalton, K.M., Pollak, S., Davidson, R.J. 2008. Tiling manifolds with orthonormal basis. 2nd MICCAI Workshop on Mathematical Foundations of Computational Anatomy (MFCA)
  72. Singh, V., Mukherjee, L., Chung, M.K. 2008. Cortical surface thickness as a classifier: Boosting for autism classification. 11th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). Lecture Notes in Computer Science (LNCS). 5128:177-184.

  73. Chung, M.K., Dalton, K.M., Davidson, R.J. 2008. . Tensor-based cortical surface morphometry via weighed spherical harmonic representation. IEEE Transactions on Medical Imaging 27:1143-1151 (invited submission based on MMBIA 2006 oral presentation). MATLAB
    We present a new tensor-based morphometric framework that quantifies cortical shape variations using a local area element. The local area element is computed from the Riemannian metric tensors, which are obtained from the smooth functional parametrization of a cortical mesh. For the smooth parametrization, we have developed a novel weighted spherical harmonic (SPHARM) representation. 

  74. Chung, D, Chung, M.K, Durtschi, R.B., Vorperian, H.K. 2008. Determining length-based measurement consistency from magnetic resonance images. Academic Radiology. 15:1322-1330.
  75. Chung, M.K., Kelley, D.J., Dalton, K.M., Davidson, R.J. 2008. Quantifying cortical surface asymmetry via logistic discrimiant analysis. submitted. IEEE Computer Society Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA). (selected for oral presentation).
  76. Chung, M.K. Nacewicz, B.M., Wang, S., Dalton, K.M., Pollak, S., Davidson, R.J. 2008. Amydala surface modeling with weighted spherical harmonics. 4th International Workshop on Medical Imaging and Augmented Reality (MIAR). Lecture Notes in Computer Science (LNCS) 5128:177-184 (selected for oral presentation).
  77. Kelley, D.J., Oakes, T.R., Greischar, L.L., Chung, M.K., Ollinger, J., Alexander, A.L., Shelton,S.E., Kalin, N., Davidson, R.J. 2008. Automatic physiological waveform processing for fMRI noise correction and analysis. PLoS ONE 3:e1751.
  78. Vorperian, H.K., Durtschi, R.B., Wang, S., Chung, M.K., Ziegert, A.J., Gentry, L.R. 2007. Estimating head circumference from pediatric imaging studies: an improved method. Academic Radiology. 14:1102-1107.
  79. Lee, J.E., Bigler, E.D., Alexander. A.L., Lazar, M., Dubray, M.B., Chung, M.K., Johnson, M., Morgan, J., Miller, J.N., McMahon, W.M., Lu, J., Jeong, E.-K., Lainhart, J.E. 2007. Diffusion tensor imaging of white mater in the superior temporal gyrus and temporal stem in autism.   Neuroscience Letters. 424:127-132.
  80. Chung, M.K. Dalton, K.M., Davidson, R.J. 2007. . Encoding neuroanatomical information using weighted spherical harmonic representation. IEEE Statistical Signal Processing Workshop. Poster. (invited paper).
  81. Chung, M.K., Dalton, K.M., Davidson, R.J. 2007. Unified cortical asymmetry analysis in autism via weighted-SPHARM. Human Brain Mapping conference. Poster (selected as one of the best 65 abstracts).
  82. Shen, L., Saykin, A.L., Chung, M.K., Huang, H. 2007. Morphometric analysis of hippocampal shape in mild cognitive impairment: an imaging genetics study. IEEE 7th International Symposium on Bioinformatics and Bioengineering (BIBE). 211-217.

  83. Chung, M.K., Dalton, K.M., Shen, L., L., Evans, A.C., Davidson, R.J. 2007. Weighted Fourier series representation and its application to quantifying the amount of gray matter.. Special Issue of  IEEE Transactions on Medical Imaging, on Computational Neuroanatomy. 26:566-581. (invited paper). MATLAB
    The weighted Fourier Series (WFS) representation is a data smoothing technique that provides the explicit smooth functional estimation of unknown cortical boundary as a linear combination of basis functions. The basic properties of the representation are investigated in connection with a self-adjoint partial differential equation and the traditional spherical harmonic (SPHARM) representation.  

  84. Oakes, T.R., Fox, A.S., Johnstone, T., Chung, M.K., Kalin, N., Davidson, R.J. 2007. Integrating VBM into the general linear model with voxelwise anatomical covariates. NeuroImage 34:500-508.
  85. Chung, M.K. 2007. Correlation Coefficient, The Encyclopedia of Measurement & Statistics, Sage Publications. (invited paper).
  86. Shen, L., Saykin, A.J., Chung, M.K., Huang, H., Ford, J., Makedon, F., McHugh, T.L., Rhodes, H. 2006.  Morphometric analysis of genetic variation in hippocampal shape in mild cognitive impairment: role of an IL-6 promoter polymorphism. Computational Systems Bioinformatics (CSB).
  87. Chung, M.K., Shen, L., Dalton, K.M., Davidson, D.J. 2006.  . Multi-scale voxel-based morphometry via weighed spherical harmonic representation. Third International Workshop on Medical Imaging and Augmented Reality (MIAR). Lecture Notes in Computer Science (LNCS). 4091:36-43 (selected for oral presentation).
  88. Shen, L., Chung, M.K. 2006.  Large-scale modeling of parametric surfaces using spherical harmonics. Third International Symposium on 3D Data Processing, Visualization and Transmission (3DPVT).
  89. Chung, M.K., Robbins, S., Dalton, K.M., Wang, S., Evans, A.C., Davidson, R.J. 2006. Tensor-based cortical morphometry via weighted spherical harmonic representation. IEEE Computer Society Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA). (selected for oral presentation as one of the best 13 papers out of 112 submissions).
  90. Chung, M.K. 2006. Heat kernel smoothing on unit sphere..  IEEE International Symposium on Biomedical Imaging (ISBI) 1430.
  91. Lee, J.E., Chung, M.K., Alexander, A.L. 2006. . Evaluation of anisotropic filters for diffusion tensor imaging.  IEEE International Symposium on Biomedical Imaging (ISBI) 1241.
  92. Lee, J.E., Chung, M.K., Alexander, A.L. 2006. Evaluation of anisotropic filtering for DTI as a function of SNR. Proceedings of the 14th ISMRM Scientific meeting (selected for oral presentation).

  93. Chung, M.K., Robbins,S., Dalton, K.M., Davidson, Alexander, A.L., R.J., Evans, A.C. 2005. Cortical thickness analysis in autism via heat kernel smoothing. NeuroImage 25:1256-1265 (selected for cover illustration)

    We present a novel data smoothing and analysis framework for cortical thickness data defined on the brain cortical manifold.  When the observations lie on a convoluted brain surface, however, it is more natural to assign the weights based on the geodesic distance along the surface. We therefore develop a framework for geodesic distance-based kernel smoothing and statistical analysis on the cortical manifolds.  MATLAB

  94. Chung, M.K., Robbins, S., Evans, A.C. 2005. Unified statistical approach to cortical thickness analysis. Information Processing in Medical Imaging (IPMI). Lecture Notes in Computer Science (LNCS) 3565:627-638. (acceptance rate < 26%). MATLAB
  95. Shen, L., Saykin, A., McHugh, T., West, J., Rabin, L., Wishart, H., Chung, M.K., Makedon, F. 2005. Morphometric analysis of 3D surfaces: appliction to hippocampal shape in mild cognitive impairment. . 6th. International conference on Computer vision, Pattern Recognition and Image Processing (CVPRIP). 2005.
  96. Chung, M.K., Dalton, K.M., Alexander, A.L., Davidson, R.J. 2004.  Less white matter concentration in autism: 2D voxel-based morphometry. NeuroImage 23:242-251. Data/MATLAB
  97. Wu, Y.-C., Field, A.S., Chung, M.K., Badie, B., Alexander, A.L. 2004. Quantitative analysis of diffusion tensor orientation: theoretical framework Magnetic Resonance in Medicine 52:1146-1155.
  98. Chung, M.K., Taylor, J. 2004. Diffusion smoothing on brain surface via finite element methodIEEE International Symposium on Biomedical Imaging (ISBI). 562. Poster. MATLAB
  99. Chung, M.K., Worsley, K.J., Robbins, S., Evans, A.C. 2003. Tensor-based brain surface modeling and analysisThe proceeding of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Vol I 467-473 (acceptance rate < 24%).
  100. Chung, M.K., Worsley, K.J., Robbins,  S., Paus, P.,  Taylor, J., Giedd, J.N., Rapoport, J.L., Evans, A.C. 2003. Deformation-based surface morphometry with an application to gray matter DeformationNeuroImage. 18:198-213. (invited paper based on 2001 HBM conference paper, selected for cover illustration).
  101. Chung, M.K., Lazar, M., Alexander, A.L., Lu., Y., Davidson, R. 2003. Probabilistic connectivity measure in diffusion tensor imaging via anisotropic kernel smoothing, TR 1081. Department of Statististics, Universisty of Wisconsin-Madison (although this is not published, it has been referenced few times).
  102. Chung, M.K., Worsley, K.J. , Paus, T., Cherif, C.,  Giedd, J.N.,  Rapoport, J.L,  Evans, A.C. 2001. A unified statistical approach to deformation-based morphometry, NeuroImage 14:595-606 (selected for cover illustration).
  103. J.A. Hanley, L. Joseph, R.W. Platt,  Chung, M.K., Patric Belisle 2001. Visualizing the Median as the Minimum-Deviation Location, The American Statistician, 55:150-152.
  104. Chung, M.K. 2001. Statistical morphometry in neuroanatomy, PhD Thesis, McGill University (PhD defense slides, July 24, 2001).
  105. Chung, M.K., K.J. Worsley, J. Taylor, J.O. Ramsay, S. Robbins, A.C. Evans 2001. Diffusion smoothing on the cortical SurfaceNeuroImage, 13S:95.
  106. Chung, M.K., Worsley, K.J., Robbins S., Paus, T., Taylor, J., Giedd, J.N., Rapoport, J.L., Evans A.C. 2001. Statistical analysis of cortical surface area change, with an application to brain growth, Neuroimage 13S:96 (Powerpoint poster).
  107. Chung, M.K., Worsley, K.J., Taylor, J., Ramsay, J.O. 2001.  Diffusion smoothing in brain imaging, The proceedings of the 53rd Session of the International Statistical Institute.
  108. Chung, M.K., Worsley, K.J., Cherif, C., Paus, T., Collins, D.L.,  Rapoport,  J.L., Evans, A.C. 2000. Statistiscal analysis of local volume change, with an application to brain growth, Annual Meeting of the Organization for Human Brain Mapping, NeuroImage 11S:611 (poster, presentation slides) (selected for oral presentation and NIH travel award).
  109. Chung, M.K., 2000. The Expectation of the Determinant of a Random Matrix, Image: The Bulletin of the International Linear Algebra Society, 23.


Department Technical Reports & Student Reports

  1. Chung, M.K., Adluru, N., Lainhart, J.E., Lange, N., Alexander, A.L. 2012. Electrical Circuit model for white matter fiber tracts in diffusion tensor imaging. 18th Annual Meeting of the Organization for Human Brain Mapping (OHBM). 7250. Poster
  2. Hinrichs, C., Chung, M.K. Johnson, S., Singh, V.  2012. SVM-based markers yield superior neuroimaging-based clinical trial outcome measures for Alzheimerís disease. 18th Annual Meeting of the Organization for Human Brain Mapping (OHBM). 7672
  3. Kim, S.-G., Chung, M.K. Jung, W.H., Jang, J.H., Kwon, J.S. 2012. Altered properties in the cortical thickness network of patients with obsessive-compulsive disorder. 18th Annual Meeting of the Organization for Human Brain Mapping (OHBM). 5645.
  4. Kim, S.-G., Chung, Schaefer, S., Chung, M.K., van Reekum, C., Davidson, R.J. 2012. Statistical power maps for sparse representation of subcortical brain structures. 18th Annual Meeting of the Organization for Human Brain Mapping (OHBM). 5672.
  5. Chung, M.K. Hanson, J.L., Davidson, R.J., Pollak, S.D. 2011. Effect of family income on hippocampus growth: longitudinal study. 17th Annual Meeting of the Organization for Human Brain Mapping (OHBM). 2697. Poster
  6. Lee, H., Chung, M.K., Kang, H., Kim, B.-N., Lee, D.S. 2011. Brain network from sparse and topological point of view. 17th Annual Meeting of the Organization for Human Brain Mapping (OHBM). Poster
  7. Seo, S., Chung, M.K., Dalton, K.M., Davidson, R.J. 2011. Multivariate cortical shape modeling based on sparse representation. 17th Annual Meeting of the Organization for Human Brain Mapping (OHBM). Poster
  8. Hahm, J., Chung, M.K., Kang, H., Lee, S.-K., Lee D.S. 2011. Voxel-based network using epsilon neighbor with regional constratint on medial temporal lobe epilepsy17th Annual Meeting of the Organization for Human Brain Mapping (OHBM).
  9. Kim, S.-G., Chung, M.K., Hanson, J.L., Avants, B.B., Gee, J.C., Davidson, R.J., Pollak, S.D. 2011. White matter structural connectivity without diffusion tensor imaging. 17th Annual Meeting of the Organization for Human Brain Mapping (OHBM). Poster
  10. Gallagher, C.L., Johnson, S.C., Chung, M.K., Brooks, B.R., Abbs, J., Dogan, S., Bendlin, B.B., Nickles, R.J., Brown, W.D., 2010. Bulbar Function Is Correlated with Neuroimaging Outcomes in Parkinson's Disease. Annual Meeting of American Academy of Radiology. P03.169.
  11. Hanson, J.L., Chung, M.K., Davidson, R.J., Pollak, S.D. 2010. Development of the Medial Temporal Lobe: Cross-Sectional & Longitudinal Insights into Behavioral Changes, Society for Neurosicence Meeting
  12. Chung, M.K., Hanson, J.L., Avants, B., Gee, J., Davidson, R.J., Pollak, S.D. 2010. Structural connectivity  mapping via the tensor-based morphometry. 16th Annual Meeting of the Organization for Human Brain Mapping. 481.
  13. Hahm, J., Park, H., Kang, H., Kang, E., Kim, Y.-K., Lee, S.-K., Lee, J. S., Chung, M., Lee, D. S. 2010. Changs in a language network of metabolic connectivity in medial temporal lobe epilepsy on FDG-PET. 16th Annual Meeting of the Organization for Human Brain Mapping. 322.
  14. Kim, H., Kang, E., Kang, H., Lee H.-K., Lee, J. S., Chung, M. Kim, H.-W., Cho, S. C., Kim, B.-N., Lee, D. S. 2010. Right orbitofrontal connectivity in default mode network of children with autism spectrum disorder. 16th Annual Meeting of the Organization for Human Brain Mapping. 415.
  15. Yim, Y.-K., Kang, H., Chung, M., Kang, E., Lee, H.-K., Kim, H.-W., Kim, B.-N., Lee, D. S. 2010. Anatomical dysconnectivity in children with attention defit/hyperactivity disorder. 16th Annual Meeting of the Organization for Human Brain Mapping. 485.
  16. Kim, E., Kang, H., Chung, M., Kang, E., Lee, H.-J., Song, J.-J., Oh, S.H., Lee, D. S. 2010. Differences in anatomical networks between post- and pre/peri-lingual deaf using gray matter density.  16th Annual Meeting of the Organization for Human Brain Mapping. 1529.
  17. Kang, H., Kim H., Kang, E., Lee, H.-K., Chung, M., Lee, J. S., Kim, H.-W., Cho, S. C., Kim, B.-N., Lee, D. S. 2010. Differences in metabolic connectivity between atusim and attention deficit/hyperactivity disorder. 16th Annual Meeting of the Organization for Human Brain Mapping. 417.
  18. Hanson, J.L., Chung, M.K., Avants, B., Shirtcliff, E.A., Schlaak, M., Davidson, R.J., Pollak, S.D. 2o10. Effects of Early Deprivation and Neglect on Adolescent Brain Structure and Neuropsychological Functioning. Biennial Meeting for Society for  Research on Adolescence.
  19. Hanson, J.L., Shritcliff, E.A., Chung, M.K., Oakes, T.R., Pollak, S.D., Davidson, R.J. 2009. Chronic life stress is associated with volumetric reductions in the corpus callosum. Society for Research in Child Development. Poster
  20. Worsley, K.J., Taylor, J.E., Carbonell, F., Chung, M.K., Duerden, E., Bernhardt, B., Lyttelton, O., Boucher, M., Evans, A.C. 2009. SurfStat: A Matlab toolbox for the statistical analysis of univeriate and multivariate surface and volumetric data using linear mixed effects models and random field theory. 15th Annual Meeting of the Organization for Human Brain Mapping. 972.
  21. Hanson, J.L., Chung, M.K., Sutterer, M.J., Nacewicz, B.M., Pollak, S.D., Davidson. R.J. 2008. Smaller Amygdalae are associated with early social deprivation in childhood. Society for Neuroscience Meeting. Abstracts. 477.11/QQ10. Poster
  22. Vorperian, H.K., Wang, S., Chung, M.K., Durtschi, R.B., Schimek, E.M., Gentry, L.R., Kent, R.D. 2008. Relational growth of oral and pharyngeal structures with vocal-tract length during the first two decades of life as visualized from MRI and CT studies. American Speech-Language Hearing Association  (ASHA) Convention. Session 1838. Poster 244.
  23. Alexander, A., Lee, J.E., Ardekani, B., Chung, M.K., Bigler, E., Lainhart, J. 2008. Evaluation of DTI image analysis using nonlinear spatial normalization and tissue-specif, smoothing-compensated voxel based analysis: application in autism. 14th Annual Meeting for the Organization for Human Brain Mapping.
  24. Chung, M.K., Kelley, D.J., Dalton, K.M., Davidson, R.J. 2008. Detection of local cortical asymmetry via discriminant power analysis. 14th Annual Meeting of the Organization for Human Brain Mapping. Poster.
  25. Chung, M.K. 2008. A new validation technique for cortical data smoothing. 14th Annual Meeting of the Organization for Human Brain Mapping. Poster.
  26. Vorperian, H.K., Schimek, E.M., Wang, S., Chung, M.K., Kent, R.D., Durtschi, R.B., Ziegert, A.J., Gentry, L.R. 2007. Anatomic development of the vocal tract during the first two decades of life: Evidence on perpubertal sexual dimorphism from MRI and CT studies. Acoustical Society of America (ASA) 154th meeting. Poster
  27. Wang, S., Chung, M.K., Dalton, K.M., Alexander, A.L., Davidson, R.J. 2007. Automated diagnosis of autism using Fourier series expansion of corpus callosum boundary. Human Brain Mapping conference. Poster
  28. Kelley, D.J., Dalton, K.M., Nacewicz, B.M., Johnstone, T., Chung, M.K., Oakes, T.R., Alexander, A.L., Davidson, R.J. 2007. Autism eye gaze behavior depends on functional amygdala connectivity with the superior temporal area. Human Brain Mapping conference. Poster
  29. Lee, J.E.  Chung, M.K., Hsu, D., Alexander, A.L. 2007. Probabilistic connectivity using Kullback-Leibler distance, International Socieity for Magnetic Resonance in Medicine (ISMRM) conference. Poster
  30. Lee, J.E., Lazar, M., Alexander, A.L., Bigler, E., Chung, M.K., Hsu, D., Lainhart, J. 2007. Tissue-Specific, Smoothing-Compensated Voxel-Based Analysis of DTI Data. International Socieity for Magnetic Resonance in Medicine (ISMRM) conference. Poster
  31. Vorperian, H.K., Chung, M.K., Gentry, L.R., Kent, R.D., Durtschi, R.B., Wang, S., Choih, C.S., Ziegert, A.J. 2005. Vocal tract length development during the first two decades of life: a magnetic resonance imaging study. 150th meeting of Acoustical Society of America (ASA)Poster.
  32. Kelley, D.J., Dalton, K.M., Nacwicz, B.M., Johnstone, T., Chung, M.K., Schaefer, H.S., Oakes, T.R., Alexander, A.L., Davidson, R.J. 2005. Altered functional connectivity of amygdala emotional face processing circuitry in autism. The Society for Neuroscience (SFN) meeting.
  33. Shen, L., Saykin, A., McHugh, T., West, J., Rabin, L., Wishart, H., Chung, M.K., Makedon, F. 2005. Morphometric MRI studie of hippocampal shape in MCI using spherical harmonics. Alzheimer's Association International Conference on Prevention of Dementia.
  34. Chung, M.K., Tulaya, L. 2005. Introducing heat and geodesic kernel smoothing on cortical manifolds, 11th Annual Meeting of the Organization for Human Brain Mapping, Toronto. Poster.
  35. Chung, M.K., Kim, D.M., Robbins, S., Evans, A.C., Davidson, R.J. 2005. Partial correlation mapping of cognitive measure and cortical thickness in autism, 11th Annual Meeting of the Organization for Human Brain Mapping, Toronto. Poster.
  36. Xie, X., Chung, M.K., Grace, W. 2005. Magnetic resonance image segmentation with thin plate spline thresholding. 11th Annual Meeting of the Organization for Human Brain Mapping, Toronto. Poster.
  37. Levy, D.M., Fisher, T.G., Chung, M., Lee, J.H., Lazar, M., Oakes, T.R., Kim, J.S., Alexander, A.L. 2005. Characterization of Voxel-Based Variance in DTI Measurements, 13th Meeting of International Society for Magnetic Resonance in Medicine.
  38. Lee, J.H., Chung, M.K., Oakes, T.E., Alexander, A.L. 2005. Anisotropic Gaussian kernel smoothing of DTI data. 13th Meeting of International Society for Magnetic Resonance in Medicine. 2253.
  39. Chung, M.K. Tang, S. 2004. Nonparametric estimation of cortical thickness, 10th Annual Meeting of the Organization for Human Brain Mapping. Budapest, Poster.
  40. Chung, M.K., Dalton, K.M., Alexander, A.L., Davidson, R.J. 2004. 2D Voxel-based morphometry shows less white matter concentration in autism, 10th Annual Meeting of the Organization for Human Brain Mapping. Poster.
  41. Hoffmann, T.J., Chung, M.K., Dalton, K.M., Alexander, A.L., Wahba, G., Davidson, R.J. 2004. Subpixel curvature estimation of the corpus callosum via splines and its application to autism, 10th Annual Meeting of the Organization for Human Brain Mapping. Poster.
  42. Chung, M.K., Alexander, A.L., Lu, Y. 2003. Connection Probability in Diffusion Tensor Imaging via Anisotropic Gaussian Kernel Smoothing, 9th Annual Meeting of the Organization for Human Brain Mapping.
  43. Chung, M.K., Worsley, K.J., Paus, T., Robbins, S.,  Taylor, J., Giedd, J.N., Rapoport, J.L., Evans, A.C. 2003. Detecting Gray Matter Maturation via Tensor-based Surface Morphometry. 9th Annual Meeting of the Organization for Human Brain Mapping.
  44. Fox, A., Oakes, T., Dalton, K.,  Chung, M.K. 2003.  Alexander, A.L., Davidson, R.,  Preserving Individual Differences for Voxel-Based Morphometry (VBM), 9th Annual Meeting of the Organization for Human Brain Mapping.
  45. Pizzagalli, D.A., Chung, M.K., Oakes, T.R., Davidson, R.J. 2002. Subgenual Prefrontal and Orbitofrontal Cortex Dysfunction in Melancholia: Functional and Structural Correlates Using Concurrent EEG/PET Measurements and Voxel-Based MRI Moprhometry analyses, 42nd Annual Meeting of the Society for Psychophysiological Research, Washington, D.C.
  46. Lu, Y., Chung, M.K. 2002.  An Area-Preserving Brain Suface Flattening Method, 8th Annual Meeting of the Organization for Human Brain Mapping.
  47. Taylor, J. ,Worsley, K.J., Chung, M.K., Evans, A.C. 2001. Thresholding non-stationary SPMs with an application to cortical surface mapping, NeuroImage 13S:264.
  48. J.S. Kim, J.S. Lee, D.S. Lee, M.J. Jang, E. Kang, Chung, M.K., K.J. Worsley, S. Robbins, D.L. Collins, J.C. Kim, J-K. Chung, M.C. Lee 2001. Longitudinal analysis of local volume changes in brain of cortical deafness using F-18-FDG PET and deformation-based morphometry, NeuroImage, 13S:1202.


Conference Abstracts

  1. Lee, H., Kang, H.K., Chung, M.K., Kim, B.-N., Lee, D.S. 2012. Persistent brain network homology from the perspective of dendrogram, Department of Biostatistics and Medical Informatics TR 228. University of Wisconsin-Madison.
  2. Lee, H., Chung, M.K., Kang, H., Kim, B.-N., Lee, D.S. 2011. Computing the shape of brain network using graph filtration and Gromov-Haudorff metric Department of Biostatistics and Medical Informatics TR 215. University of Wisconsin-Madison.
  3. Lee, H., Lee, D.S., Kang, H., Kim, B.-N., Chung, M.K. 2010. Sparse brain network recovery under compressed sensing. Department of Biostatistics and Medical Informatics TR 213. University of Wisconsin-Madison.
  4. Chung, M.K., Worsley, K.J., Nacewicz, B.M., Dalton, K.M., Davidson, R.J. 2009. Multivariate amygdala shape modeling. Department of Biostatistics and Medical Informatics TR 206. University of Wisconsin-Madison.
  5. Wang, S., 2008. Weighted Fourier image analysis and modeling. PhD thesis. University of Wisconsin-Madison.
  6. Kelley, D.J. 2008. Functional connectivity of Affective Face Processing Network in Autism. PhD thesis. University of Wisconsin-Madison. 
  7. Chung, M.K. Nacewicz, B.M., Wang, S., Dalton, K.M., Pollak, S., Davidson, R.J. 2008. Amydala surface modeling with weighted spherical harmonicsDepartment of Biostatistics and Medical Informatics TR 202, University of Wisconsin-Madison.
  8. Chung, M.K., Dalton, K.M., Davidson, R.J. 2007. Tensor-based cortical surface morphometry via weighed spherical harmonic representation. Department of Biostatistics and Medical Informatics TR 199, University of Wisconsin-Madison.
  9. Chung, M.K. Hartley, R., Dalton, K.M., Davidson, R.J. 2007. Encoding cortical surface by spherical harmonics. Department of Biostatistics and Medical Informatics TR 198, University of Wisconsin-Madison.
  10. Lee, J.E. 2006. Anistropic acquisition and analysis  for diffusion tensor magnetic resonance imaging. PhD thesis. University of Wisconsin-Madison.
  11. Xie, X., Chung, M.K., Wahba, G. 2006. Magnetic resonance image segmentation with thin plate spline thresholding. TR 1105. Department of Statististics, Universisty of Wisconsin-Madison.
  12. Chung, M.K., Dalton, K.M., Shen, L., L., Evans, A.C., Davidson, R.J. 2006. Unified cortical surface morphometry and its appliction to quantifying amount of gray matter.  TR 1122. Department of Statistics, Univ. of Wisconsin-Madison.
  13. Chung, M.K., Shen, L., Dalton, K.M., Davidson, D.J. 2006. Multi-scale voxel-based morphometry via weighed spherical harmonic representation. submitted. TR 1121. Department of Statistics, Univ. of Wisconsin-Madison.
  14. Chung, M.K., Shen, L., Kelley, D.J., Dalton, K.M., Robbins, S., Evans, A.C., Davidson, R.J. 2006. Weighted spherical harmonic representation and its application to cortical analysis. TR 1118. Department of Statistics, Univ. of Wisconsin-Madison.
  15. Chung, M.K., Robbins, S., Dalton, K.M., Wang, S., Evans, A.C., Davidson, R.J. 2006. Model building in two-sphere via Gauss-Weierstrass kernel smoothing and its application to cortical analysis, Part II: tensor-based cortical morphometry via weighted spherial harmonic representation. TR 1116. Department of Statistics, Univ. of Wisconsin-Madison.
  16. Chung, M.K. 2006. Model building in two-sphere via Gauss-Weierstrass kernel smoothing and its application to cortical analysis, Part I: Gauss-Weierstrass kernel smoothing on unit sphere. TR 1115. Department of Statistics, Univ. of Wisconsin-Madison.
  17. Wang, S, Chung, M.K. 2005. Paramerization and classification of closed anatomical curves. TR 1113. Department of Statistics, University of Wisconsin-Madison.
  18. Xie, X. 2005. Smoothing in magnetic resonance image analysis and a hybrid loss for support vector machine. PhD thesis. TR 1110. Department of Statistics, University of Wisconsin-Madison.
  19. Chung, M.K., Kim, D.M., Kelley, D.J., Robbins, S., Evans, A.C., Davidson, R.J. 2005. Partial correlation mapping of anatomical and behavioral measures and its application to autism. TR1109. Department of Statistics, University of Wisconsin-Madison.
  20. Chung, M.K., Lee J.E., Alexaender, A.L. 2005. Anisotropic kernel smoothing in diffusion tensor imaging: theoretical framework. TR1109. Department of Statistics, University of Wisconsin-Madison. (ENAR 2005 invited talk).
  21. Chung, M.K. 2004. Heat kernel smoothing and its application to cortical manifolds. TR 1090. Department of Statististics, Universisty of Wisconsin-Madison.
  22. Chung, M.K., Dalton, K.M., Alexander, A.L., Davidson, R.J. 2004. White Matter Density of Corpus Callosum in Autism: 2D Voxel-Based Morphometry. TR. 1089. Department of Statististics, Universisty of Wisconsin-Madison.
  23. Hoffmann, T.J. 2004. Subpixel morphometric analysis of corpus callosum with application to autism. BSc thesis. TR 1101. Department of Statistics, University of Wisconsin-Madison.
  24. Chung, M.K,. Worsley, K.J., Paus, T., Robbins, S.,  Taylor, J., Giedd, J.N., Rapoport, J.L., Evans, A.C. 2002. Tensor-Based Surface Morphometry, TR 1049.  Department of Statistics, University of Wisconsin-Madison.