Michelle Liou

Links

Institute of Statistical Science, Academia Sinica

Neuroimaging

Neuroimaging

[Book Chapters]

  1. Aleksandr A. Simak, Michelle Liou, Alexander Yu. Zhigalov, Jiun-Wei Liou, Phillip E. Cheng (2012). Reliability Maps in Event Related Functional MRI Experiments

[Refereed Journals]

  1. Michelle Liou (2001). Quantitative foundations of psychological research. Chinese Journal of Psychology, 43, 1-9. (This article is based on the author’s keynote speech presented at the 38th Chi- nese Psychological Association Annual Meeting)
  2. Ing-Jye Huang, Cheng-Yu Chen, Hsiao-Wen Chung, Dar-Cheng Chang, Chueng-Chen Lee, Shy-Chyi Chin, Michelle Liou (2001). Time course of cerebral infarction in the middle cere- bral arterial territory: deep watershed versus territorial subtypes on diffusion-weighted MR images. Radiology, 221, 35-42.
  3. Yin-Jui Liu, Cheng-Yu Chen, Hsiao-Wen Chung, Ing-Hye Huang, Chang-Shin Lee, Shy- Chyi Chin & Michelle Liou (2003). Neuronal damage after ischemic injury in the middle cerebral arterial territory: deep watershed versus territorial infarction at MR perfusion and spectroscopic imaging. Radiology, 229, 935-945.
  4. Cheng-Yu Chen, Hsiao-Wen Chung & Michelle Liou (2003). Measurement of volumetric lesion load in multiple sclerosis: moving from normal to dirty appearing white matter. American Journal of Neuroradiology, 24, 1929-1930.
  5. Michelle Liou, Hong-Ren Su, Juin-Der Lee, Philip E. Cheng, Chien-Chih Huang & Chih-Hsin Tsai (2003).
    Bridging functional MR images and scientific inference: reproducibility maps. Journal of Cognitive Neuroscience, 15,935-945. (paper received New Perspective in fMRI Research Award, 2003, fMRIDC) (paper received Distinguished Research Award, 2003, NSC, ROC)
  6. Chih-Hsin Tsai, Michelle Liou & Philip E. Cheng (2004). Application of Bayesian estimation to map ERP features on the cortical surface. Journal of the Chinese Statistical Association, 42, 99-114.
  7. Wen-Chau Wu, Chao-Ching Huang, Hsiao-Wen Chung, Michelle Liou, Chun-Jen Hsueh, Chang-Shin Lee, Ming-Long Wu & Cheng-Yu Chen (2004). Hippocampal alterations in chil- dren with temporal lobe epilepsy with or without a history of febrile convulsions: evaluations with MR volumetry and proton MR spectroscopy. American Journal of Neuroradiology, 26, 1270-1275.
  8. Arthur C. Tsai, Michelle Liou, T.P. Jung, P.E. Cheng, C.C. Huang, J.R. Duann, & S. Makeig (2006). Mapping single trial EEG on the cortical surface through a spatiotemporal modality”. NeuroImage, 32, 195-207.
  9. Michelle Liou, Hong-Ren Su, Juin-Der Lee, John Aston, Arthur C. Tsai, & Philip E. Cheng (2006). A method for generating reproducibility evidence in fMRI studies. NeuroImage, 29, 383-395.
  10. Cheng-Hung Chuang, Philip E. Cheng, Michelle Liou, Cheng-Yuan Liou, & Yen-Ting Kuo (2007). Application of self-organizing map (SOM) for cerebral cortex reconstruction, The International Journal of Computational Intelligence Research, 3, 26-30. (Special issue on Advances in Machine Learning and Neural Networks)
  11. Alexander N. Savostyanov, Arthur C. Tsai, Michelle Liou, Eugenie A. Levin, Juin-Der Lee, Alexey V. Yurganov, Gennady G. Knyazev (2008). EEG-correlates of trait anxiety in the stop-signal paradigm. Neuroscience Letters, 449, 112-116.
  12. Juin-Der Lee, Hong-Ren Su, Philip E. Cheng, Michelle Liou, John A. D. Aston, Arthur C. Tsai, & Cheng-Yu Chen (2009). MR image segmentation using a power transformation approach. IEEE Transactions on Medical Imaging, 28, 894-905.
  13. Michelle Liou, Hong-Ren Su, Alexander N. Savostyanov, Juin-Der Lee, John A. D. Aston, Cheng-Hung Chuang, & Philip E. Cheng (2009). Beyond p-values: averaged and reproducible evidence in fMRI experiments. Psychophysiology, 46, 367-378.
  14. S. H. Annabel Chen, Kayako Matsuo, Toshiharu Nakai, Epifano Bagarinao, Moon-Ho Ringo Ho, Wen-Yih Isaac Tseng, Michelle Liou, Chi-Wei Hu (2009). Reproducibility analysis to validate language processes in Kanji and Chinese Characters under different scanner envi- ronments. Medical Imaging Technology (accepted).
  15. Michelle Liou, Alexander N. Savostyanov, Aleksandr A. Simak, Wen-Chau Wu, Chia-Ting Huang, Philip E. Cheng (2012). An Information System in the Brain: Evidence from fMRI BOLD Responses. Chinese Journal of Psychology, Vol.54, No.1, 1-26

[Referred proceedings]

  1. Hwann-Tzong Chen, Michelle Liou & Wen-Harn Pan (1999). Latent classification via self- organizing maps: a study on hereditary hypertension. In: Proceedings of the ICONIP, Perth, Australia, 324-330.
  2. Chih-Hsin Tsai, Michelle Liou, Hsiu-Chih Liu & Ker-Neng Lin (2000). Latent classification via hierarchical Gaussian mixtures. In: Proceedings of the ICONIP, Kyongju, Korea.
  3. Chih-Hsin Tsai, Michelle Liou (2001). A mixture mode decomposer for analyzing task-related brain activities in fMRI experiments. Neuroimage, 13 (6)S271-271 Part 2 Suppl. S. June.
  4. Juin-Der Lee, Michelle Liou, Philip E. Cheng & Chien-Chung Chen (2001). Partition MR images by extended EM segmentation. In: Proceedings of the ICONIP, Shanghai, China, 1, 430-435.
  5. Chien-Chih Huang, Michelle Liou, Philip E. Cheng & Chien-Chung Chen (2001). Noise reduction in functional MR images by the common factor models. In: Proceedings of the ICONIP, Shanghai, China, 1, 419-423.
  6. Juin-Der Lee, Philip E. Cheng & Michelle Liou (2002). MR brain image segmentation by adaptive mixture distribution. In: Proceedings of the ICONIP’02-SEAL’02-FSKD’02, Sin- gapore, 216-218.
  7. Chien-Chih Huang, Michelle Liou & Philip E. Cheng (2002). Baseline correction of func- tional MR time courses with PCA. In: Proceedings of the ICONIP’02-SEAL’02-FSKD’02, Singapore, 433-435.
  8. Cheng-Hung Chuang, Philip E. Cheng, Michelle Liou, Cheng-Yu Chen & Cheng-Yuan Liou (2005). Constrained self-organizing map for the reconstruction of the brain lateral ventricle. In: Proceedings of the 12th International Conference on Neural Information Processing, Taipei, TAIWAN.
  9. Hong-Ren Su, John A. D. Aston, Michelle Liou, Philip E. Cheng & Federico E. Turkheiner (2005). Integration of PET compartmental models and wavelet analysis techniques: a feasi- bility study. Journal of Cerebral Blood Flow & Metabolism, 25, S638. http://www.nature.com/jcbfm/journal/v25/n1s/full/9591524.0638a.htm./
  10. Cheng-Hung Chuang, Philip E. Cheng, Michelle Liou, Cheng-Yuan Liou, & Yen-Ting Kuo (2006). Application of self-organizing map (SOM) for cerebral cortex reconstruction, In: Proceedings of the 13th International Conference on Neural Information Processing, Hong Kong.

[Lecture Notes]

  1. Wen-Chuang Chou, Michelle Liou & Hong-Ren Su (2008). Sensitivity and uniformity in detecting motion artifacts. In Masumi Ishikawa, Kenji Doya, Hiroyuki Miyamoto and Takeshi Yamakawa (Eds). Lecture Notes in Computer Science: Neural Information Processing, Vol. 4984, 209-218. Berlin: Springer.

    http://www.springerlink.com/content/q6761125467h1m24/

  2. Cheng-Hung Chuang, Jiun W. Liou, Philip E. Cheng, Michelle Liou & Cheng-Yuan Liou (2008). Intensity gradient self-organizing map for cerebral cortex reconstruction. In Masumi Ishikawa, Kenji Doya, Hiroyuki Miyamoto and Takeshi Yamakawa (Eds). Lecture Notes in Computer Science: Neural Information Processing,Vol. 4984,365-373. Berlin: Springer. http://www.springerlink.com/content/677p33t454149307/
  3. Hong-Ren Su, Michelle Liou, Philip E. Cheng, John A. D. Aston & Shang-Hong Lai (2007). Reproducibility analysis of event-related experiments using Laguerre polynomials. In Ma- sumi Ishikawa, Kenji Doya, Hiroyuki Miyamoto and Takeshi Yamakawa (Eds). Lecture Notes in Computer Science: Neural Information Processing, Vol. 4984, 126-134. Berlin: Springer. http://www.springerlink.com/content/n70j43531000k235/ (Paper received the Confer- ence Travel Award: 150,000JPY)
  4. Michelle Liou, Hong-Ren Su, & Arthur C Tsai (2008). Decision thresholds in functional MR image analysis. A paper presented in an invited session on Statistical Analysis of Medical Images. In: Proceedings of the 2008 International Conference on BioMedical Engineering and Informatics, pp. 742-747, Hainan, China. http://doi.ieeecomputersociety.org/10.1109/BMEI.2008.297

[Conference Posters]

  1. Michelle Liou, Chih-Hsin Tsai, Philip E. Cheng & Chien-Chih Huang (2002). Statistical artefacts in human brain mapping. A paper presented at the 8th International Conference on Functional Mapping of the Human Brain, Sendai, Japan.
  2. Philip E. Cheng, Michelle Liou & Juin-Der Lee (2002). Brain image segmentation via empiri- cal Bayes EM approach. A paper presented at the 8th International Conference on Functional Mapping of the Human Brain, Sendai, Japan.
  3. Chih-Hsin Tsai & Michelle Liou (2002). Modulus transformation of non-Gaussian noise. A paper presented at the ICONIP’02-SEAL’02-FSKD’02 joint meeting, Singapore.
  4. Michelle Liou, Hong-Ren Su & Philip E. Cheng (2003). Reliability in human subject. A paper presented at the 9th Annual Meeting of the Organization for Human Brain Mapping, New York City, USA.
  5. Cheng-Hung Chuang, Juin-Der Lee, Philip E. Cheng, Michelle Liou & Cheng-Yuan Liou (2004). Knowledge-based self-organization network for visualization and reconstruction of the brain. A paper presented at the 10th Annual Meeting of the Organization for Human Brain Mapping, Budapest, Hungary.
  6. Chih-Hsin Tsai, Michelle Liou, Tzyy-Ping Jung, Philip E. Cheng, Chien-Chih Huang, Jeng- Ren Duann & Scott Makeig (2004). Mapping ERP features on the cortical surface via a spatiotemporal modality. A paper presented at the 10th Annual Meeting of the Organization for Human Brain Mapping, Budapest, Hungary.
  7. Hong-Ren Su, Chien-Chih Huang, Michelle Liou, Juin-Der Lee & Philip E. Cheng (2004). Reproducibility analysis in BOLD-based event-related functional MRI experiments. A pa- per presented at the 10th Annual Meeting of the Organization for Human Brain Mapping, Budapest, Hungary.
  8. Hong-Ren Su, Michelle Liou, Philip E. Cheng, John A. D. Aston & Cheng-Hung Chuang (2005). MR image segmentation using wavelet analysis techniques. A poster presented at the 11th Annual Meeting of the Organization for Human Brain Mapping, Toronto, Canada.
  9. Hong-Ren Su, John A. D. Aston, Michelle Liou, & Philip E. Cheng (2006). A hybrid wavelet- ICA model for dynamic PET analysis. A poster presented at the Neuroreceptor Mapping Conference, Copenhagen, Denmark. (Poster received the Young Investigator Award sponsored by GlaxoSmithKline: 500EUR)
  10. Arthur C. Tsai, Michelle Liou, & Philip E. Cheng (2006). Hyperbolic ICA for Functional Brain Image Analyses. A poster presented at the 12th Annual Meeting of the Organization for Human Brain Mapping, Florence, Italy.
  11. Michelle Liou, Hong-Ren Su, Juin-Der Lee, John A. D. Aston, Cheng-Hung Chuang,& Philip E. Cheng (2006). Beyond p-values: reproducible evidence in fMRI experiments. A poster presented at the 12th Annual Meeting of the Organization for Human Brain Mapping, Flo- rence, Italy.
  12. Cheng-Hung Chuang, Philip E. Cheng, Michelle Liou, Cheng-Yuan Liou & Yen-Ting Kuo (2006). Layered distance maps with applications to measuring cortical thickness and recon- structing cortical surface. A poster presented at the 12th Annual Meeting of the Organization for Human Brain Mapping, Florence, Italy.
  13. Kirby T. Wu, Hong-Ren Su, Michelle Liou, Cheng-Hung Chuang, & Cheng-Yuan Liou (2006). Statistical analysis of image coordinates for correcting motion artifacts. A poster presented at the 12th Annual Meeting of the Organization for Human Brain Mapping, Florence, Italy.
  14. Arthur C. Tsai, Michelle Liou, Philip E. Cheng & John A. D. Aston (2007). Reproducibility studies of EEG/MEG source analysis accuracy. A poster presented at the 13th Annual Meeting of the Organization for Human Brain Mapping, Chicago, USA.
  15. Alexander N. Savostyanov, Arthur C. Tsai, Michelle Liou, Eugenie A. Levin, Juin-Der Lee, Stanislav Dombrovsky, Gennady G. Knyazev (2007). ERSP-technique,, independent compo- nent analysis and source localization of human cortex activities in the stop-signal paradigm. A poster presented at the Symposium on Brain-Mind in Probabilistic Hyperspace, Istanbul, Turkey.
  16. Arthur C Tsai, Alexander N Savostyanov, Michelle Liou, Eugenie A Levin, Juin-Der Lee, AV Yurganov, Gennady G Knyazev (2008). Brain mechanisms of behavioral control in subjects with different anxiety levels: stop-signal paradigm study. A paper presented at the 11th International Conference on Neuroscience and Biological Psychiatry, St.-Petersburgh, Russia.
  17. AN Savostyanov, AC Tsai, M Liou, EA Levin, JD Lee, AV Yurganov, GG Knyazev (2008). Neuronal dynamics in stop-signal paradigm: EEG/MEG source localization. A poster pre- sented at 14th Annual Meeting of the Organization for Human Brain Mapping, Melbourne, Australia.
  18. Pin-Yu Chen, Michelle Liou, S. H. Annabel Chen, Wen-Yih Isaac Tseng (2009). Reproducible activity in verbal working memory between gender. A poster presented at the Organization of Human Brain Mapping 15th Annual Meeting, San Francisco, California, USA. (Abstract published in Neuroimage, 47 Supplement 1, 2009)
  19. Jiun-Wei Liou, Ting-Li Chen, Michelle Liou, Philip E. Cheng, Cheng-Yuan Liou (2009). Strongly reproducible ERSPs in EEG experiments. A poster presented at The Organization of Human Brain Mapping 15th Annual Meeting, San Francisco, California, USA. (Abstract published in Neuroimage, 47 Supplement 1, 2009)
  20. Pin-Yu Chen, Alexander N Savostyanov, Michelle Liou, S. H. Annabel Chen, Wen-Yih Isaac Tseng (2009). A poster presented at the Organization of Human Brain Mapping 15th Annual Meeting, San Francisco, California, USA. (Abstract published in Neuroimage, 47 Supplement 1, 2009)
  21. Alexander N Savostyanov, Arthur C Tsai, Jeng-Min Chiou, Evgeny A. Levin, Juin-Der Lee, P. L. Li, Michelle Liou, Gennady G. Knyazev (2009). Topography of EEG/MEG functional responses in stop-signal paradigm in persons with different anxiety level. A poster presented the 36th International Congress of Physiological Sciences, Kyoto, Japan.