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Vogt, Julia. Supervised & unsupervised transfer learning. 2013, Doctoral Thesis, University of Basel, Faculty of Science.

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Makowska, Zuzanna and Boldanova, Tujana and Adametz, David and Quagliata, Luca and Vogt, Julia E. and Dill, Michael T. and Matter, Mathias S. and Roth, Volker and Terracciano, Luigi and Heim, Markus H.. (2016) Gene expression analysis of biopsy samples reveals critical limitations of transcriptome-based molecular classifications of hepatocellular carcinoma. The Journal of Pathology : Clinical Research , 2 (2). pp. 80-92.

Wigger, Leonore and Vogt, Julia E. and Roth, Volker. (2013) Malaria haplotype frequency estimation. Statistics in medicine, Vol. 32, H. 21. pp. 3737-3751.

Vogt, Julia and Roth, Volker. (2012) A complete analysis of the l_1,p Group-Lasso. In: 29th International Conference on Machine Learning (ICML 2012), 8 S.. Edinburgh.

Prabhakaran, Sandhya and Raman, Sudhir and Vogt, Julia and Roth, Volker. (2012) Automatic model selection in archetype analysis. In: Pattern recognition : joint 34th DAGM and 36th OAGM Symposium. Springer, pp. 458-467.

Vogt, J. E. and Prabhakaran, S. and Fuchs, T. J. and Roth, V.. (2010) The translation-invariant wishart-dirichlet process for clustering distance data. In: ICML 2010: Proceedings of the 27th international conference on Machine Learning.. International Machine Learning Society, pp. 1111-1118.

Julia E. Vogt, and Volker Roth, . (2010) The Group-Lasso: ℓ1, ∞  Regularization versus ℓ1,2 Regularization. In: Pattern Recognition : 32nd DAGM Symposium, Darmstadt, Germany, September 22-24, 2010. Proceedings. Berlin, Heidelberg, pp. 252-261.

Dill, M. T. and Duong, F. H. and Vogt, J. E. and Bibert, S. and Bochud, P. Y. and Terracciano, L. and Papassotiropoulos, A. and Roth, V. and Heim, M. H.. (2010) Interferon-Induced Gene Expression Is a Stronger Predictor of Treatment Response than IL28B Genotype in Patients with Hepatitis C. Gastroenterology, Vol. 140, H. 3 , S. 1021–1031.