Interpreting Deep Learning Models with Marginal Attribution by Conditioning on Quantiles

Autor: Merz, M., Richman, R., Tsanakas, T., Wüthrich, M. V.

A vastly growing literature on explaining deep learning models has emerged. This paper contributes to that literature by introducing a global gradient-based model-agnostic method, which we call Marginal Attribution by Conditioning on Quantiles (MACQ)

Externí odkaz: http://arxiv.org/abs/2103.11706

The Structural Modelling of Operational Risk via Bayesian inference: Combining Loss Data with Expert Opinions

Autor: Shevchenko, P. V., Wüthrich, M. V.

Publikováno v: The Journal of Operational Risk 1(3), pp. 3-26, 2006. www.journalofoperationalrisk.com

To meet the Basel II regulatory requirements for the Advanced Measurement Approaches, the bank's internal model must include the use of internal data, relevant external data, scenario analysis and factors reflecting the business environment and inter

Externí odkaz: http://arxiv.org/abs/0904.1067

A multi-task network approach for calculating discrimination-free insurance prices

Autor: Lindholm, M., Richman, R., Tsanakas, A., Wüthrich, M. V.

In applications of predictive modeling, such as insurance pricing, indirect or proxy discrimination is an issue of major concern. Namely, there exists the possibility that protected policyholder characteristics are implicitly inferred from non-protec

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=core_ac_uk__::c7989983f993153be1c2a466dca6bdc1
https://openaccess.city.ac.uk/id/eprint/28402/1/DiscriminationFree_MultiTask_WP.pdf

Systematic review and meta-analysis of the diagnostic accuracy of spontaneous nystagmus patterns in acute vestibular syndrome.

Autor: Wüthrich M; Faculty of Medicine, University of Zurich, Zurich, Switzerland., Wang Z; Division of Quantitative Sciences, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD, United States.; Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States., Martinez CM; Hospital Jose Maria Cullen, Santa Fe, Argentina., Carmona S; Fundación San Lucas para la Neurosciencia, Rosario, Argentina., Mantokoudis G; Department of Otorhinolaryngology, Head and Neck Surgery, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland., Tarnutzer AA; Faculty of Medicine, University of Zurich, Zurich, Switzerland.; Department of Neurology, Cantonal Hospital of Baden, Baden, Switzerland.

Publikováno v: Frontiers in neurology [Front Neurol] 2023 Jun 16; Vol. 14, pp. 1208902. Date of Electronic Publication: 2023 Jun 16 (Print Publication: 2023).

Antigen discovery unveils resident memory and migratory cell roles in antifungal resistance.

Autor: Dobson HE; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA., Dias LDS; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA., Kohn EM; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA., Fites S; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA., Wiesner DL; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA., Dileepan T; Department of Microbiology and Immunology, Center for Immunology, University of Minnesota, Minneapolis, MN, USA., Kujoth GC; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA., Abraham A; Program in Molecular Medicine, University of Massachusetts Medical School, Worcester, MA, USA., Ostroff GR; Program in Molecular Medicine, University of Massachusetts Medical School, Worcester, MA, USA., Klein BS; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA.; Departments of Internal Medicine, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA.; Departments of Medical Microbiology and Immunology, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA., Wüthrich M; Departments of Pediatrics, University of Wisconsin School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA. mwuethri@wisc.edu.

Publikováno v: Mucosal immunology [Mucosal Immunol] 2020 May; Vol. 13 (3), pp. 518-529. Date of Electronic Publication: 2020 Jan 03.