Publikationer pr. år
Publikationer pr. år
Personlig profil
Expertise
Image Analysis; Image Processing; Pattern Recognition; Machine Learning; MR; PET;X-ray; Neuroscience; Cardiovascular diseases; Colon cancer
Primære forskningsområder
Neuroscience;Image Analysis; Machine Learning; MR; PET; Serotonin
Aktuel forskning
My main research focus is on the application of image processing, computer vision and machine learning techniques in medical imaging as well as the statistical interpretations of results retrieved in medical imaging problems. During the last years, I have worked with high/dimensional regression on structural MRI images, especially focusing on the approach via sparse Bayesian learning, as well as the development of feature selection algorithms based on random forests. Currently, I am applying these types of algorithms to combined MR/PET data acquired at NRU.
"Fingeraftryk
Dyk ned i forskningsemnerne, hvor Melanie Ganz er aktive. Disse emneetiketter kommer fra dennes persons arbejder. Sammen danner de et unikt fingerprint.
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Netværk
Seneste eksterne samarbejde på lande-/områdeniveau. Dyk ned i detaljerne ved at klikke på prikkerne eller
Publikation
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AI-based dimensional neuroimaging system for characterizing heterogeneity in brain structure and function in major depressive disorder: COORDINATE-MDD consortium design and rationale
Fu, C. H. Y., Erus, G., Fan, Y., Antoniades, M., Arnone, D., Arnott, S. R., Chen, T., Choi, K. S., Fatt, C. C., Frey, B. N., Frokjaer, V. G., Ganz, M., Garcia, J., Godlewska, B. R., Hassel, S., Ho, K., McIntosh, A. M., Qin, K., Rotzinger, S., Sacchet, M. D., & 29 flere, 23 jan. 2023, I: BMC Psychiatry. 23, 1, s. 59Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Emotional faces processing in major depressive disorder and prediction of antidepressant treatment response: A NeuroPharm study
Fisher, P. M., Ozenne, B., Ganz, M., Frokjaer, V. G., Dam, V. N., Penninx, B. W., Sankar, A., Miskowiak, K., Jensen, P. S., Knudsen, G. M. & Jorgensen, M. B., maj 2022, I: Journal of Psychopharmacology. 36, 5, s. 626-636 11 s.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Evaluating the performance of markerless prospective motion correction and selective reacquisition in a general clinical protocol for brain MRI
Eichhorn, H., Frost, R., Kongsgaard, A., Kettless, K., Slipsager, J. M., Glimberg, S., Shekhrajka, N., Tisdall, D., Wighton, P., Borgwardt, L., Born, A. P., Larsen, V. A., Madsen, K. S., van der Kouwe, A. & Ganz, M., 2022, (Afsendt) PsyArXiv Preprints.Publikation: Working paper › Preprint
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Generalizability of treatment outcome prediction in major depressive disorder using structural MRI: A NeuroPharm study
Beliveau, V., Hedeboe, E., Fisher, P. M., Dam, V. H., Jørgensen, M. B., Frokjaer, V. G., Knudsen, G. M. & Ganz, M., 10 okt. 2022, (E-pub ahead of print) I: NeuroImage. Clinical. 36, s. 103224 103224.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Hippocampal volume changes in a pharmacological sex-hormone manipulation risk model for depression in women
Borgsted, C., Hoegsted, E., Henningsson, S., Pinborg, A., Ganz, M. & Frokjaer, V. G., jul. 2022, I: Hormones and Behavior. 145, 105234.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review