Prof. Dr. Beate Sick

Prof. Dr. Beate Sick
ZHAW
School of Engineering
Forschungsschwerpunkt Data Analysis and Statistics
Technikumstrasse 81
8400 Winterthur
Arbeit an der ZHAW
Tätigkeit an der ZHAW
Dozentin für statistische Datenanalyse & Projektleiterin
www.ebpi.uzh.ch/en/aboutus/departments/biostatistics/teambiostats/sick.html
Lehrtätigkeit in der Weiterbildung
Aus- und Weiterbildung
Arbeits- und Forschungsschwerpunkte, Spezialkenntnisse
Ensemble Methoden für hochdimensionale Daten
Deep Learning
Experimentelles Design & Studiendesign
Biostatistik
Regressions- und Klassifikationsverfahren
Beruflicher Werdegang
Aug. 2009 - heute: Projektleiterin & Dozentin am IDP, Zürcher Hochschule für Angewandte Wissenschaften
Jan. 2006 - Jul. 2009: Projektleiterin & Wissenschaftliche Mitarbeiterin am IDP, ZHAW
Mai 2003 - Dez. 2005: Leiterin der Bioinformatik der DNA Array Facility, Uni Lausanne
Jan. 2002 - Feb. 2003: Statistikerin bei OncoScore, einer Basler Diagnostikfirma
Jan. 2001 - Nov. 2001: Postdoc, ETH Zürich
Aus- und Fortbildung
2009: Certificate in Pharmaceutical Medicine, ECPM, Pharmazentrum Basel
2001: Dissertation, Institut für Physikalische Chemie, ETH Zürich
1999: NDK in angewandter Statistik, ETH Zürich
1996: Zweites Staatsexamen in Mathematik und Physik, Berlin
1994: Erstes Staatsexamen in Mathematik und Physik, Universität Heidelberg
1994: Diplom in Physik, Universität Heidelberg
Projekte
Publikationen
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Herzog, Lisa; Kook, Lucas; Götschi, Andrea; Petermann, Katrin; Hänsel, Martin; Hamann, Janne; Dürr, Oliver; Wegener, Susanne; Sick, Beate,
2022.
Deep transformation models for functional outcome prediction after acute ischemic stroke.
Biometrical Journal.
65(6), S. 2100379.
Verfügbar unter: https://doi.org/10.1002/bimj.202100379
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Kook, Lucas; Herzog, Lisa; Hothorn, Torsten; Dürr, Oliver; Sick, Beate,
2022.
Deep and interpretable regression models for ordinal outcomes.
Pattern Recognition.
122(108263).
Verfügbar unter: https://doi.org/10.48550/arXiv.2010.08376
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Kook, Lucas; Sick, Beate; Bühlmann, Peter,
2022.
Distributional anchor regression.
Statistics and Computing.
32(3), S. 39.
Verfügbar unter: https://doi.org/10.1007/s11222-022-10097-z
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Howard, Brian E.; Sick, Beate; Heber, Steffen,
2009.
Unsupervised assessment of microarray data quality using a Gaussian mixture model.
BMC Bioinformatics.
10(191).
Verfügbar unter: https://doi.org/10.1186/1471-2105-10-191
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Steiner, Albert; Sick, Beate,
2008.
A new method for travel time estimation on long freeway sections.
European Journal of Transport and Infrastructure Research.
8(4), S. 333-354.
Verfügbar unter: https://doi.org/10.21256/zhaw-4908
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Runne, Heike; Régulier, Etienne; Kuhn, Alexandre; Zala, Diana; Gokce, Ozgun; Perrin, Valérie; Sick, Beate; Aebischer, Patrick; Déglon, Nicole; Luthi-Carter, Ruth,
2008.
Journal of Neuroscience.
28(39), S. 9723-9731.
Verfügbar unter: https://doi.org/10.1523/JNEUROSCI.3044-08.2008
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Heber, Steffen; Sick, Beate,
2006.
Quality assessment of affymetrix GeneChip data.
OMICS: A Journal of Integrative Biology.
10(3), S. 358-368.
Verfügbar unter: https://doi.org/10.1089/omi.2006.10.358
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Psarros, Michael; Heber, Steffen; Sick, Manuela; Thoppae, Gnanasekaran; Harshman, Keith; Sick, Beate,
2005.
RACE : remote analysis computation for gene expression data.
Nucleic Acids Research.
46(22), S. W638-W643.
Verfügbar unter: https://doi.org/10.1093/nar/gki490
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Prummer, Michael; Sick, Beate; Renn, Alois; Wild, Urs P.,
2004.
Multiparameter microscopy and spectroscopy for single-molecule analytics.
Analytical Chemistry.
76(6), S. 1633-1640.
Verfügbar unter: https://doi.org/10.1021/ac034976g
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Kastner, C.; Prummer, M.; Sick, Beate; Renn, A.; Wild, U.P.; Dimroth, P.,
2003.
The citrate carrier CitS probed by single-molecule fluorescence spectroscopy.
Biophysical Journal.
84(3), S. 1651-1659.
Verfügbar unter: https://doi.org/10.1016/S0006-3495(03)74974-1
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Prummer, Michael; Sick, Beate; Hecht, Bert; Wild, Urs P.,
2003.
Three-dimensional optical polarization tomography of single molecules.
The Journal of Chemical Physics.
118(21), S. 9824.
Verfügbar unter: https://doi.org/10.1063/1.1569848
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Sick, Beate; Hecht, B.; Wild, U.P.; Novotny, L.,
2001.
Probing confined fields with single molecules and vice versa.
Journal of Microscopy.
202(2), S. 365-373.
Verfügbar unter: https://doi.org/10.1046/j.1365-2818.2001.00795.x
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Sick, Beate; Hecht, B.; Novotny, L.,
2000.
Orientational imaging of single molecules by annular illumination.
Physical Review Letters.
85(21), S. 4482-4485.
Verfügbar unter: https://doi.org/10.1103/PhysRevLett.85.4482
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Hecht, Bert; Sick, Beate; Wild, Urs P.; Deckert, Volker; Zenobi, Renato; Martin, Olivier J. F.; Pohl, Dieter W.,
2000.
Scanning near-field optical microscopy with aperture probes : fundamentals and applications.
The Journal of Chemical Physics.
112(18), S. 7761.
Verfügbar unter: https://doi.org/10.1063/1.481382
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Prummer, Michael; Hübner, Christian G.; Sick, Beate; Hecht, Bert; Renn, Alois; Wild, Urs P.,
2000.
Single-molecule identification by spectrally and time-resolved fluorescence detection.
Analytical Chemistry.
72(3), S. 443-447.
Verfügbar unter: https://doi.org/10.1021/ac991116k
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Stadelmann, Thilo; Tolkachev, Vasily; Sick, Beate; Stampfli, Jan; Dürr, Oliver,
2019.
Beyond ImageNet : deep learning in industrial practice
.
In:
Braschler, Martin; Stadelmann, Thilo; Stockinger, Kurt, Hrsg.,
Applied data science : lessons learned for the data-driven business.
Cham:
Springer.
S. 205-232.
Verfügbar unter: https://doi.org/10.1007/978-3-030-11821-1_12
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Arpogaus, Marcel; Voss, Marcus; Sick, Beate; Nigge-Uricher, Mark; Dürr, Oliver,
2021.
Probabilistic short-term low-voltage load forecasting using bernstein-polynomial normalizing flows [Paper].
In:
ICML.
Verfügbar unter: https://www.climatechange.ai/papers/icml2021/20
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Dürr, Oliver; Sick, Beate,
2016.
Single-cell phenotype classification using deep convolutional neural networks.
Journal of Biomolecular Screening.
21(9), S. 998-1003.
Verfügbar unter: https://doi.org/10.1177/1087057116631284
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Sick, Beate; Dürr, Oliver,
2013.
Winterthur:
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
ISBN 978-3-905745-71-9.
Verfügbar unter: https://doi.org/10.21256/zhaw-4774
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Mätzener, Heinrich; Gutzwiller, Johanna; Sick, Beate; Maier, Hans-Christof; Tomatis, Laura,
2012.
Klarinettenklang : Versuch einer physiologischen Analyse.
Dissonance.
2012(118), S. 43-51.
Verfügbar unter: https://doi.org/10.5169/seals-927668
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Perrin, Daniel; Wildi, Marc; Sick, Beate; Fürer, Mathias; Gantenbein, Thomas,
2011.
From walking to jumping : statistical modeling of writing processes [Paper].
In:
Proceedings of the JACET 50th commemorative international convention.
JACET 50th Commemorative International Convention, Fukuoka, Japan, 30 August - 2 September 2011.
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Howard, Brian; Sick, Beate; Heber, Steffen,
2009.
Practical quality assessment of microarray data by simulation of differential gene expression [Paper].
In:
Bioinformatics Research and Applications.
5th International Symposium on Bioinformatics Research and Applications (ISBRA), Fort Lauderdale, USA, 13-16 May 2009.
Springer.
S. 18-27.
Lecture Notes in Computer Science ; 5542.
Verfügbar unter: https://doi.org/10.1007/978-3-642-01551-9_3
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Steiner, Albert; Sick, Beate,
2008.
New methods for travel time estimation on freeway sections.
MOTION Working Papers Transportation Systems
; 1.
Winterthur:
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Verfügbar unter: https://doi.org/10.21256/zhaw-117
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Howard, Brian E.; Sick, Beate; Perera, Imara; Im, Yang Ju; Winter-Sederoff, Heike; Heber, Steffen,
2007.
Quality assessment of Affymetrix GeneChip data using the EM algorithm and a naïve Bayes classifier [Paper].
In:
2007 IEEE 7th International Symposium on BioInformatics and BioEngineering.
7th International Conference on BioInformatics and BioEngineering, Boston, USA, 14-17 October 2007.
IEEE.
Verfügbar unter: https://doi.org/10.1109/BIBE.2007.4375557
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Heber, Steffen; Sick, Beate,
2006.
Automatic quality assessment of Affymetrix GeneChip data [Paper].
In:
Proceedings of the 44th annual Southeast regional conference.
44th ACM Southeast Regional Conference, Melbourne FL, USA, 10-12 March 2006.
Association for Computing Machinery.
S. 411-416.
Verfügbar unter: https://doi.org/10.1145/1185448.1185540
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Fürer, Mathias; Gantenbein, Thomas; Perrin, Daniel; Sick, Beate; Wildi, Marc,
2012.
Modeling writing phases : interdisciplinary method building – an interim report.
In:
7. Tage der Schweizer Linguistik, Lugano, 13.-14. September 2012.
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Sick, Beate; Steiner, Albert,
2007.
Travel time estimation for long freeway sections.
In:
Swiss Statistics Meeting, Lucerne, 14 -16 November 2007.
Swiss Statistical Society (SSS).