Dr. Marcel Dettling

Dr. Marcel Dettling

ZHAW School of Engineering
IDS Institut für Data Science
Technikumstrasse 81
8400 Winterthur

+41 58 934 70 23
marcel.dettling@zhaw.ch

Arbeit an der ZHAW

Tätigkeit

Dozent & Senior Researcher für Statistik und Machine Learning

Arbeits- und Forschungsschwerpunkte

Predictive Analytics: Regression, Klassifikation, Zeitreihenanalyse
Angewandte Statistik: Datenanalyse, Inferenz, Visualisierung
Analyse komplexer Daten: Data Mining, Machine Learning, Artificial Intelligence
Anwendungsfelder: Business und Customer Analytics, amtliche Statistik
Anwendungsfelder: Verkehrs-/Unfalldaten, Gesundheitsökonomie, Sozialwissenschaften, etc.

Lehrtätigkeit

Dozent ZHAW, Lehrbeauftragter ETH Zürich

Lehrtätigkeit in der Weiterbildung

Aus- und Weiterbildung

Ausbildung

Postdoc / Angewandte Statistik
Johns Hopkins University, Baltimore (USA)
09 / 2004 - 07 / 2006
Dr. Math. ETH / Mathematik
Seminar für Statistik, ETH Zürich
09 / 2000 - 06 / 2004
Dipl. Math. ETH / Mathematik
ETH Zürich
09 / 1995 - 03 / 2000

Netzwerk

ORCID digital identifier

ORCID ID: 0000-0003-4340-6142

Projekte

Publikationen

Beiträge in wissenschaftlicher Zeitschrift, peer-reviewed

Dettling, M. and Liberatore, F. (2026) 'Work schedule preferences and shift schedules of per‐diem nurses : a descriptive cross‐sectional study of online labour platform data - empirical research quantitative', Nursing Open, 13(2), p. e70456. doi: 10.1002/nop2.70456.
Monstein, R., Capone, P. and Dettling, M. (2019) 'Determination of model structure from flight test with generalized additive models', Journal of Aircraft. doi: 10.2514/1.C035171.
Goren Huber, L., Kunz, S. and Dettling, M. (2018) 'Condition-based maintenance decision making : a practical approach for marine vessels', International Journal of COMADEM, 21(3), pp. 15–20.
Simoes-Wüst, P., Rist, L. and Dettling, M. (2014) 'Self-reported health characteristics and medication consumption by CAM-users and nonusers : a Swiss cross-sectional survey', Journal of Alternative & Complementary Medicine, 20(1), pp. 1–8. doi: 10.1089/acm.2012.0762.
Simões-Wüst, A. P., Rist, L. and Dettling, M. (2012) 'Medication use by CAM users and non-users : a Swiss cross-sectional survey', European Journal of Integrative Medicine, 4, pp. 172–173. doi: 10.1016/j.eujim.2012.07.879.
Heitz, C., Dettling, M. and Ruckstuhl, A. (2011) 'Modelling customer lifetime value in contractual settings', International Journal of Services Technology and Management, 16(2), pp. 172–190. doi: 10.1504/IJSTM.2011.042595.
Dettling, M., Gabrielson, E. and Parmigiani, G. (2005) 'Searching for differentially expressed gene combinations', Genome Biology, 6(R88). doi: 10.1186/gb-2005-6-10-r88.
Teuffel, O. et al. (2004) 'Gene expression profiles and risk stratification in childhood acute lymphoblastic leukemia', Haematologica, 89(7), pp. 801–808. doi: 10.21256/zhaw-1908.
Teuffel, O. et al. (2004) 'Prenatal origin of separate evolution of leukemia in identical twins', Leukemia, 18, pp. 1624–1629. doi: 10.1038/sj.leu.2403462.
Dettling, M. and Bühlmann, P. (2004) 'Finding predictive gene groups from microarray data', Journal of Multivariate Analysis, 90(1), pp. 106–131. doi: 10.1016/j.jmva.2004.02.012.
Wachtel, M. et al. (2004) 'Gene expression signatures identify rhabdomyosarcoma subtypes and detect a novel t(2;2)(q35;p23) translocation fusing PAX3 to NCOA1', Cancer Research, 64(16), pp. 5539–5545. doi: 10.1158/0008-5472.CAN-04-0844.
Gentleman, R. C. et al. (2004) 'Bioconductor : open software development for computational biology and bioinformatics', Genome Biology, 5(R80). doi: 10.1186/gb-2004-5-10-r80.
Dettling, M. and Bühlmann, P. (2004) 'Volatility and risk estimation with linear and nonlinear methods based on high frequency data', Applied Financial Economics, 14(10), pp. 717–729. doi: 10.1080/0960310042000243556.
Dettling, M. (2004) 'BagBoosting for tumor classification with gene expression data', Bioinformatics, 20(18), pp. 3583–3593. doi: 10.1093/bioinformatics/bth447.
Dettling, M. and Bühlmann, P. (2003) 'Boosting for tumor classification with gene expression data', Bioinformatics, 19(9), pp. 1061–1069. doi: 10.1093/bioinformatics/btf867.
Dettling, M. and Bühlmann, P. (2002) 'Supervised clustering of genes', Genome Biology, 3(12). doi: 10.1186/gb-2002-3-12-research0069.

Buchbeiträge, peer-reviewed

Dettling, M. and Ruckstuhl, A. (2019) 'Statistical modelling', in Braschler, M., Stadelmann, T., and Stockinger, K. (eds) Applied data science : lessons learned for the data-driven business. Cham: Springer, pp. 181–203. doi: 10.1007/978-3-030-11821-1_11.
Dettling, M. (2005) 'Classification with gene expression data', in Bioinformatics and computational biology solutions using R and bioconductor. New York: Springer, pp. 421–430. doi: 10.1007/0-387-29362-0_24.
Hothorn, T., Dettling, M. and Bühlmann, P. (2005) 'Ensemble methods of computational inference', in Bioinformatics and computational biology solutions using R and bioconductor. New York: Springer, pp. 293–311. doi: 10.1007/0-387-29362-0_17.

Schriftliche Konferenzbeiträge, peer-reviewed

Bürgin, R. et al. (2024) 'Improving risk adjustment in Switzerland with pharmaceutical cost groups', in 6th Swiss Health Economic Workshop, Lucerne, Switzerland, 7 June 2024.
Monstein, R. et al. (2022) 'Large landing trajectory dataset for go-around analysis', in Engineering Proceedings. MDPI, p. 2. doi: 10.3390/engproc2022028002.
Dettling, M. et al. (2021) 'Impact of mislabelling on deep learning methods and strategies for improvement', in Conference Proceedings of the 63rd ISI World Statistics Congress.
Barth, L. et al. (2021) 'Development of a smart connected product-service-system (PSS) for the waste management ecosystem', in Mugellini, E. and Carpanzano, E. (eds) Proceedings of the 2nd FTAL Conference 2021 Sustainable Smart Cities and Regions. CEUR Workshop Proceedings. doi: 10.21256/zhaw-25014.
Frey, M. et al. (2019) 'Machine learning for position detection in football', in 2019 6th Swiss Conference on Data Science (SDS). IEEE, pp. 111–112. doi: 10.1109/SDS.2019.00009.
Goren Huber, L., Kunz, S. and Dettling, M. (2017) 'Condition-based maintenance decision making : a practical approach for marine vessels', in 30th Conference for Condition Monitoring and Diagnostic Engineering Management, Lancashire, United Kingdom, July 2017. Lancashire: Jost Institute for Tribotechnology, pp. 357–365.
Heitz, C., Ruckstuhl, A. and Dettling, M. (2010) 'Customer lifetime value under complex contract structures', in Morin, J.-H., Ralyté, J., and Snene, M. (eds) Exploring services science : first international conference, IESS 2010, Geneva, Switzerland, february 17-19, 2010 - revised papers. Berlin: Springer, pp. 276–281. doi: 10.1007/978-3-642-14319-9_24.

Weitere Publikationen

Liesen, C., Dettling, M. and Lanfranchi, A. (2025) Evaluation der Kostenentwicklung Sonderpädagogik im Kanton Tessin : externe Analyse im Auftrag der Sektion für Sonderpädagogik. Zürich: ZHAW Zürcher Hochschule für Angewandte Wissenschaften. doi: 10.21256/zhaw-35220.
Liberatore, F. et al. (2025) Temporärarbeit in der Pflege in der Schweiz : Status Quo, Herausforderungen und Handlungsempfehlungen für die Praxis. Winterthur: ZHAW Zürcher Hochschule für Angewandte Wissenschaften. doi: 10.21256/zhaw-5550.
Bürgin, R. et al. (2024) Wirkungsanalyse zum Risikoausgleich mit pharmazeutischen Kostengruppen (PCG) : Schlussbericht. Winterthur: ZHAW Zürcher Hochschule für Angewandte Wissenschaften. doi: 10.21256/zhaw-30489.
Deublein, M. et al. (2018) Statistische Analyse von Unfallzahlen. Bern: Bundesamt für Strassen. Available at: https://www.astra.admin.ch/dam/astra/de/bilder/Abteilung_Strassenverkehr_allgemein/2018-07-31_VSS1634_Schlussbericht_Statistische_Analyse_von_Unfallzahlen.pdf.
Goren Huber, L. et al. (2017) 'Predictive Maintenance zum effizienten Betrieb von Hochsee-Schiffen', fmpro service, pp. 9–11.
Ohnmacht, T. et al. (2016) Forschungspaket VeSPA Teilprojekt 1-M, Massnahmen und Potenziale im Bereich Verkehrsteilnehmende. Edited by Hochschule Luzern - Wirtschaft and Schweizerischen Vereinigung der Verkehrsingenieure und Verkehrsexperten (SVI). Bern: Bundesamt für Strassen.
Ohnmacht, T. et al. (2016) Massnahmen und Potenziale im Bereich Verkehrsteilnehmende : Forschungspaket VeSPA Teilprojekt 1-M. Edited by V. E. u. K. U. Eidgenössisches Departement für Umwelt and Bundesamt für Strassen. Zürich: Schweizerischer Verband der Strassen- und Verkehrsfachleute.
Ohnmacht, T. et al. (2014) Einflüsse von Mensch und Gesellschaft auf das Strassenunfallgeschehen : Phase 1. St.Gallen: Schweizerischen Vereinigung der Verkehrsingenieure und Verkehrsexperten (SVI).
Heitz, C., Bütikofer, S. and Dettling, M. (2014) 'Customers as investment objects : a new perspective on marketing', in Conference proceedings of the 13th international science-to-business marketing conference on cross organizational value creation. Münster: Fachhochschule Münster, pp. 257–271. doi: 10.21256/zhaw-1888.
Kool, J. et al. (2013) 'Development of a patient classification system for inpatient rehabilitation in Switzerland', in Swiss Health Economics Workshop, Luzern, 13. September 2013.
Widmer, P. et al. (2011) Neue Erkenntnisse zum Mobilitätsverhalten dank Data Mining. Ittigen: Bundesamt für Strassen. doi: 10.21256/zhaw-4215.
Kool, J. et al. (2009) Entwicklung eines Patientenklassifikationssystems (PCS) für die Rehabilitation in der Schweiz. Winterthur: ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Ho, Y.-Y. et al. (2007) 'Statistical methods for identifying differentially expressed gene combinations', in Methods in molecular biology. New York: Humana, pp. 171–191. doi: 10.1007/978-1-59745-547-3_10.
Dettling, M. (2005) 'Finding predictive gene groups from microarray data and combining them with clinical predictor variables', in Proceedings of the 55th Session of the International Statistical Institute.
Dettling, M. (2003) 'Revealing predictive gene clusters with supervised algorithms', in Proceedings of the Conference in Distributed Statistical Computing. Available at: https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf.
Dettling, M. (2002) 'Supervised clustering of genes', in Compstat : Proceedings in Computational Statistics. Heidelberg: Springer.

Mündliche Konferenzbeiträge und Abstracts

Dettling, M., Walser, M. and Frey, M. (2021) 'Impact of mislabelling on deep learning', in 63rd ISI World Statistics Congress, virtual, 11-16 July 2021.
Mattli, R. et al. (2020) 'The burden of smoking in Switzerland : estimation for 2015 and prognosis until 2050', in Tobacco Prevention & Cessation. European Publishing. doi: 10.18332/tpc/128412.
Keller, P. et al. (2017) 'Prospective payment for inpatient psychiatric care : a system to be developed for Switzerland', in Thirteenth Workshop on Costs and Assessment in Psychiatry, Venice, Italy, 24-26 March 2017. International Center of Mental Health Policy and Economics.
Mattli, R. et al. (2017) 'Design of a prospective payment system for inpatient rehabilitation in Switzerland', in 2017 International Health Economics Association (iHEA) Biennial World Congress, Boston, USA, 8-11 July 2017. Boston University.
Riguzzi, M. et al. (2016) 'Prospective payment for inpatient psychiatric care : a system to be developed for Switzerland', in EuHEA Conference, Hamburg, Germany, 13-16 July 2016.
Riguzzi, M. et al. (2015) 'Design of a prospective payment system for inpatient psychiatric care in Switzerland', in 12. Workshop on Costs and Assessment in Psychiatry, Venice, 27-29 March 2015.
Riguzzi, M. et al. (2015) 'Introducing cost groups and prospective payment to Swiss inpatient psychiatry', in iHEA 11th World Congress in Health Economics, Milano, Italy, 12-15 July 2015.
Riguzzi, M. et al. (2015) 'Prospective payment in Swiss inpatient psychiatry (implementing the Health Insurance Act of 1994)', in Second Health Economics Workshop, Lucerne, 11 September 2015.
Wieser, S. et al. (2014) 'Design of a prospective payment system for inpatient psychiatric care in Switzerland', in International Health Economics Association Congress 2014, Dublin, Ireland, July 2014.
Heitz, C. et al. (2008) 'Direct marketing of service contracts under autonomous customer dynamics', in INFORMS Annual Meeting 2008, Washington, USA, 11-14 October 2008.

Forschungsdaten

Monstein, Raphael; Figuet, Benoit; Krauth, Timothé; Waltert, Manuel; Dettling, Marcel, 2022. Large landing trajectory data set for go-around analysis. Zenodo. Verfügbar unter: https://doi.org/10.5281/zenodo.7148117

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