Research output per year
Research output per year
Personal profile
Expertises
Machine learning especially on small sample sizes, multi-modal data analysis, data fusion, computational psychiatry
Main research areas
Machine learning applied to multi-modal data from the psychiatric domain. Predominantly on data from patients suffering from schizophrenia.
Current research
Identification of subtypes within schizophrenia through the use of unsupervised machine learning methods like SPLS and CCA.
Potential conflicts of interest
None
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External validation of an artificial intelligence tool for radiographic knee osteoarthritis severity classification
Brejnebøl, M. W., Hansen, P., Nybing, J. U., Bachmann, R., Ratjen, U., Hansen, I. V., Lenskjold, A., Axelsen, M., Lundemann, M. & Boesen, M., May 2022, In: European Journal of Radiology. 150, 110249.Research output: Contribution to journal › Journal article › Research › peer-review
3 Citations (Scopus) -
A machine-learning framework for robust and reliable prediction of short- and long-term treatment response in initially antipsychotic-naïve schizophrenia patients based on multimodal neuropsychiatric data
Ambrosen, K. S., Skjerbæk, M. W., Foldager, J., Axelsen, M. C., Bak, N., Arvastson, L., Christensen, S. R., Johansen, L. B., Raghava, J. M., Oranje, B., Rostrup, E., Nielsen, M. Ø., Osler, M., Fagerlund, B., Pantelis, C., Kinon, B. J., Glenthøj, B. Y., Hansen, L. K. & Ebdrup, B. H., 10 Aug 2020, In: Translational psychiatry. 10, 1, 276.Research output: Contribution to journal › Journal article › Research › peer-review
17 Citations (Scopus) -
Accuracy of diagnostic classification algorithms using cognitive-, electrophysiological-, and neuroanatomical data in antipsychotic-naïve schizophrenia patients
Ebdrup, B. H., Axelsen, M. C., Bak, N., Fagerlund, B., Oranje, B., Raghava, J. M., Nielsen, M. Ø., Rostrup, E., Hansen, L. K. & Glenthøj, B. Y., Dec 2019, In: Psychological Medicine. 49, 16, p. 2754-2763 10 p.Research output: Contribution to journal › Journal article › Research › peer-review
15 Citations (Scopus) -
A multimodal modeling approach to schizophrenia
Axelsen, M., 26 Mar 2019Research output: Book/Report › Ph.D. thesis
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The Choice of Prior in Bayesian Modeling of the Information Sampling Task
Axelsen, M. C., Jepsen, J. R. M. & Bak, N., Jun 2018, In: Biological Psychiatry. 83, 12, 2 p.Research output: Contribution to journal › Comment/debate › Research › peer-review
5 Citations (Scopus)