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Anzahl der Einträge: 51.

2024

Classe, Franz ; Kern, Christoph ORCID: 0000-0001-7363-4299 (2024) Detecting differential item functioning in multidimensional graded response models with recursive partitioning. Open Access Applied Psychological Measurement Thousand Oaks, CA 48 3 83-103 [Zeitschriftenartikel]
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Classe, Franz ; Kern, Christoph ORCID: 0000-0001-7363-4299 (2024) Latent variable forests for latent variable score estimation. Open Access Educational and Psychological Measurement : EPM Thousand Oaks, Calif. [u.a.] 84 6 1138-1172 [Zeitschriftenartikel]
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Jaime, Sofia ORCID: 0000-0002-0918-3478 ; Kern, Christoph ORCID: 0000-0001-7363-4299 Ethnic classifications in algorithmic fairness: Concepts, measures and implications in practice. Open Access 237-253 In: FAccT '24, The 2024 ACM Conference on Fairness, Accountability, and Transparency, Rio de Janeiro Brazil, June 3-6, 2024 (2024) New York, NY The 2024 ACM Conference on Fairness, Accountability, and Transparency (FAccT '24) (Rio de Janeireo, Brazil) [Konferenzveröffentlichung]
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Simson, Jan ORCID: 0000-0002-9406-7761 ; Pfisterer, Florian ORCID: 0000-0001-8867-762X ; Kern, Christoph ORCID: 0000-0001-7363-4299 One model many scores: Using multiverse analysis to prevent fairness hacking and evaluate the influence of model design decisions. 1305-1320 In: FAccT '24, The 2024 ACM Conference on Fairness, Accountability, and Transparency, Rio de Janeiro Brazil, June 3-6, 2024 (2024) New York, NY The 2024 ACM Conference on Fairness, Accountability, and Transparency (FAccT '24) (Rio de Janeireo, Brazil) [Konferenzveröffentlichung]

Simson, Jan ORCID: 0000-0002-9406-7761 ; Fabris, Alessandro ORCID: 0000-0001-6108-9940 ; Kern, Christoph ORCID: 0000-0001-7363-4299 Lazy data practices harm fairness research. Open Access 642-659 In: FAccT '24, The 2024 ACM Conference on Fairness, Accountability, and Transparency, Rio de Janeiro Brazil, June 3-6, 2024 (2024) New York, NY The 2024 ACM Conference on Fairness, Accountability, and Transparency (FAccT '24) (Rio de Janeireo, Brazil) [Konferenzveröffentlichung]
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Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Mautner, Hannah ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2024) When small decisions have big impact: fairness implications of algorithmic profiling schemes. Open Access ACM Journal on Responsible Computing New York, NJ 1 4, Article 24 1-30 [Zeitschriftenartikel]
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Collins, John ; Kern, Christoph ORCID: 0000-0001-7363-4299 (2024) Longitudinal nonresponse prediction with time series machine learning. Journal of Survey Statistics and Methodology : JSSAM Oxford tba tba 1-32 [Zeitschriftenartikel]

Schenk, Patrick Oliver ; Kern, Christoph ORCID: 0000-0001-7363-4299 (2024) Connecting algorithmic fairness to quality dimensions in machine learning in official statistics and survey production. Open Access Wirtschafts- und Sozialstatistisches Archiv : AStA Heidelberg 18 2 131-184 [Zeitschriftenartikel]
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Fischer-Abaigar, Unai ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Barda, Noam ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2024) Bridging the gap: Towards an expanded toolkit for AI-driven decision-making in the public sector. Open Access Government Information Quarterly New York, NY ; Amsterdam 41 4, article 101976 1-22 [Zeitschriftenartikel]
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Kern, Christoph ORCID: 0000-0001-7363-4299 ; Kim, Michael P. ; Zhou, Angela (2024) Multi-accurate CATE is robust to unknown covariate shifts. Transactions on Machine Learning Research : TMLR [Amherst, Massachusetts] tba tba 1-59 [Zeitschriftenartikel]

2023

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Weiß, Bernd ; Kolb, Jan-Philipp (2023) Predicting nonresponse in future waves of a probability-based mixed-mode panel with machine learning. Journal of Survey Statistics and Methodology : JSSAM Oxford 11 1 100-123 [Zeitschriftenartikel]

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Gerdon, Frederic ORCID: 0000-0003-4442-6698 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Keusch, Florian ORCID: 0000-0003-1002-4092 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 Humans vs. Machines: Who is Perceived to Decide Fairer? An Experiment about Citizens’ Attitudes. (2023) Hybrid Human-Artificial Intelligence (HHAI) 2023 (München, Germany) [Präsentation auf Konferenz]

Gerdon, Frederic ORCID: 0000-0003-4442-6698 ; Szafran, Daria ; Kappenberger, Jakob ORCID: 0000-0003-1290-0199 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kern, Christoph ORCID: 0000-0001-7363-4299 Using survey experiments and agent-based modeling to simulate mobility behavior in smart cities. (2023) European Survey Research Association (ESRA) Conference 2023 (Milano, Italy) [Präsentation auf Konferenz]

Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Mautner, Hannah ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2023) The impact of modeling decisions in statistical profiling. Open Access Data & Policy Cambridge 5 Article e32 1-19 [Zeitschriftenartikel]
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Saw, Htay-Wah ; Owens, Victoria ; Morales, Stephanie A. ; Rodriguez, Nicolas ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 (2023) Population mental health in Burma after 2021 military coup: online non-probability survey. Open Access BJPsych Open Cambridge 9 5 1-7 [Zeitschriftenartikel]
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Jaime, Sofia ; Kern, Christoph ORCID: 0000-0001-7363-4299 Ethnic classifications in algorithmic decision-making processes. Open Access Alvarez, Jose M. ; Fabris, Alessandro ; Heitz, Christoh ; Hertweck, Corinna ; Loi, Michele ; Zehlike, Meike CEUR Workshop Proceedings 3442 1-5 In: EWAF 2023: European Workshop on Algorithmic Fairness : proceedings of the 2nd European Workshop on Algorithmic Fairness, Winterthur, Switzerland, June 7th to 9th, 2023 (2023) Aachen, Germany EWAF 2023 (Winterthur, Switzerland) [Konferenzveröffentlichung]
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Kern, Christoph ORCID: 0000-0001-7363-4299 ; Eckman, Stephanie ; Beck, Jacob ; Chew, Rob ; Ma, Bolei ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 Annotation sensitivity: Training data collection methods affect model performance. Bouamor, Houda ; Pino, Juan ; Bali, Kalika 14874-14886 In: Findings of the Association for Computational Linguistics: EMNLP 2023 (2023) Singapore [Konferenzveröffentlichung]

Kreuter, Frauke ORCID: 0000-0002-7339-2645 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Schenk, Patrick Oliver (2023) Automatisierte Entscheidungen: Aspekte von Fairness, Datenqualität und Privacy. Open Access Dössel, Olaf ; Schäffter, Tobias ; Rutert, Britta Künstliche Intelligenz in der Medizin Denkanstöße Berlin 11 98-111 [Buchkapitel]
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2022

Kim, Michael P. ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Goldwasser, Shafi ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 ; Reingold, Omer (2022) Universal adaptability: Target-independent inference that competes with propensity scoring. Proceedings of the National Academy of Sciences of the United States of America : PNAS Washington, DC 119 4, Article e108097119 1-6 [Zeitschriftenartikel]

Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bonnay, Denis ; Kalaora, Luc (2022) Understanding political news media consumption with digital trace data and natural language processing. Open Access Journal of the Royal Statistical Society. Series A, Statistics in Society Oxford 185 S2 246-269 [Zeitschriftenartikel]
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Gerdon, Frederic ORCID: 0000-0003-4442-6698 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2022) Social impacts of algorithmic decision-making: A research agenda for the social sciences. Open Access Big Data & Society Thousand Oaks, Calif. 9 1 1-13 [Zeitschriftenartikel]
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Silber, Henning ; Gerdon, Frederic ORCID: 0000-0003-4442-6698 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Keusch, Florian ORCID: 0000-0003-1002-4092 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2022) A preregistered vignette experiment on determinants of health data sharing behavior: Willingness to donate sensor data, medical records, and biomarkers. Open Access Politics and the Life Sciences : PLS Cambridge 41 2 161-181 [Zeitschriftenartikel]
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Kern, Christoph ORCID: 0000-0001-7363-4299 ; Gerdon, Frederic ORCID: 0000-0003-4442-6698 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Keusch, Florian ORCID: 0000-0003-1002-4092 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2022) Humans versus machines: Who is perceived to decide fairer? Experimental evidence on attitudes toward automated decision-making. Open Access Patterns Amsterdam 3 10 1-13 [Zeitschriftenartikel]
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Kern, Christoph ORCID: 0000-0001-7363-4299 ; Lin, Cinny ; Ganesh, Vighnesh Natarajan ; Rathi, Prakhar ; Sasson, Amit (2022) Bottom-up economic forecasting of regional unemployment in Germany. Wawrzyniak, Barbara ; Herter, Michael Neue Dimensionen in Data Science : Interdisziplinäre Ansätze und Anwendungen aus Wissenschaft und Wirtschaft Berlin 299-311 [Buchkapitel]

Kuppler, Matthias ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2022) From fair predictions to just decisions? Conceptualizing algorithmic fairness and distributive justice in the context of data-driven decision-making. Open Access Frontiers in Sociology Lausanne 7 Article 883999 1-18 [Zeitschriftenartikel]
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Höhne, Jan Karem ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Gavras, Konstantin ; Schlosser, Stephan (2022) The Sound of respondents: Predicting respondents’ level of Interest with voice data in smartphone surveys. SSRN Working Paper Series Rochester, NY [Arbeitspapier]

Kaiser, Patrick ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Rügamer, David Uncertainty-aware predictive modeling for fair data-driven decisions. (2022) Trustworthy and Socially Responsible Machine Learning (TSRML), Workshop at NeurIPS 2022 (Online) [Präsentation auf Konferenz]

2021

Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Amaya, Ashley ; Keusch, Florian ORCID: 0000-0003-1002-4092 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 ; Hecht, Jan ; Heinemann, Jonathan (2021) Predicting voting behavior using digital trace data. Open Access Social Science Computer Review : SSCOR Thousand Oaks, CA ; London 39 5 862-883 [Zeitschriftenartikel]
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Vorschau

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Höhne, Jan Karem ; Schlosser, Stephan ; Revilla, Melanie (2021) Completion conditions and response behavior in smartphone surveys: A prediction approach using acceleration data. Open Access Social Science Computer Review : SSCORE Thousand Oaks, Calif. [u.a.] 39 6 1253-1271 [Zeitschriftenartikel]
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Kern, Christoph ORCID: 0000-0001-7363-4299 ; Li, Yan ; Wang, Lingxiao (2021) Boosted kernel weighting - using statistical learning to improve inference from nonprobability samples. Journal of Survey Statistics and Methodology : JSSAM Oxford 9 5 1088-1113 [Zeitschriftenartikel]

Erlinghagen, Marcel ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Stein, Petra (2021) Migration, social stratification and dynamic effects on subjective well being. Open Access Advances in Life Course Research Amsterdam [u.a.] 48 Article 100393 1-17 [Zeitschriftenartikel]
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Kuppler, Matthias ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2021) Distributive justice and fairness metrics in automated decision-making: How much overlap is there? Ithaca, NY [Arbeitspapier]

Pfisterer, Florian ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Dandl, Susanne ; Sun, Matthew ; Kim, Michael P. ; Bischl, Bernd (2021) mcboost: Multi-Calibration Boosting for R. Open Access The Journal of Open Source Software : JOSS [nicht ermittelbar] 6 64 Article 3453, 1-3 [Zeitschriftenartikel]
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Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Mautner, Hannah ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2021) Fairness in algorithmic profiling: A German case study. Ithaca, NY [Arbeitspapier]

Badillo-Goicoechea, Elena ; Chang, Ting-Hsuan ; Kim, Esther ; LaRocca, Sarah ; Morris, Katherine ; Deng, Xiaoyi ; Chiu, Samantha ; Bradford, Adrianne ; Garcia, Andres ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Cobb, Curtiss ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 ; Stuart, Elizabeth A. (2021) Global trends and predictors of face mask usage during the COVID-19 pandemic. Open Access BMC Public Health London 21 Article 2099 1-12 [Zeitschriftenartikel]
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Gerdon, Frederic ORCID: 0000-0003-4442-6698 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Theil, Christoph Kilian ORCID: 0000-0002-5446-8894 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 ; Stuckenschmidt, Heiner ORCID: 0000-0002-0209-3859 ; Eckert, Kai From bias to impact: How can algorithmic decision-making affect social inequality? (2021) DigiMeet 2021, Digitalisation Research and Network Meeting (Online) [Präsentation auf Konferenz]

2020

Gerdon, Frederic ORCID: 0000-0003-4442-6698 ; Theil, Christoph Kilian ORCID: 0000-0002-5446-8894 ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Bach, Ruben L. ORCID: 0000-0001-5690-2829 ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 ; Stuckenschmidt, Heiner ORCID: 0000-0002-0209-3859 ; Eckert, Kai Exploring impacts of artificial intelligence on urban societies with social simulations. (2020) 40. Kongress der Deutschen Gesellschaft für Soziologie (Online) [Präsentation auf Konferenz]

Kern, Christoph ORCID: 0000-0001-7363-4299 (2020) Machine learning interpretation tools. Atkinson, Paul SAGE research methods: Foundations London 1-12 [Buchkapitel]

Brian, Kim ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Scott, Morgan Jonathan ; Hunter, Clayton ; Kumar, Avishek (2020) Workbooks. Foster, Ian ; Ghani, Rayid ; Jarmin, Ron S. ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 ; Lane, Julia Big data and social science : data science methods and tools for research and practice Big Data and Social Science Milton ; Boca Raton, FL 333-340 [Buchkapitel]

Kolb, Jan-Philipp ; Weiß, Bernd ; Kern, Christoph ORCID: 0000-0001-7363-4299 Using predictive modelling to identify panel nonresponse. Mahidin, Mohd Uzir 7 206-214 In: Proceeding ISI World Statistics Congress 2019 : Contributed paper session : 18 - 23 August 2019, Kuala Lumpur (2020) Putrajaya 62nd ISI WSC 2019 (Kuala Lumpur, Malaysia) [Konferenzveröffentlichung]

2019

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Weiß, Bernd ; Kolb, Jan-Philipp (2019) A longitudinal framework for predicting nonresponse in panel surveys. Ithaca, NY [Arbeitspapier]

Erlinghagen, Marcel ; Kern, Christoph ORCID: 0000-0001-7363-4299 ; Stein, Petra (2019) Internal migration, social stratification and dynamic effects on subjective well being. SOEP papers on Multidisciplinary Panel Data Research Berlin 1046 [Arbeitspapier]

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Klausch, Thomas ; Kreuter, Frauke ORCID: 0000-0002-7339-2645 (2019) Tree-based machine learning methods for survey research. Open Access Survey Research Methods : SRM Konstanz 13 1 73-93 [Zeitschriftenartikel]
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2018

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Stein, Petra (2018) Modelling decision-making processes of regional mobility in a dyadic framework. European Sociological Review Oxford 34 4 433-451 [Zeitschriftenartikel]

Stein, Petra ; Kern, Christoph ORCID: 0000-0001-7363-4299 (2018) Konzeption eines dyadischen Modells zur Analyse von Entscheidungsprozessen räumlicher Arbeitsmarktmobilität im Mehrebenenkontext. Quack, Sigrid Transnationalisierung der Arbeit Wiesbaden 71-95 [Buchkapitel]

2017

Kern, Christoph ORCID: 0000-0001-7363-4299 (2017) Dyadische Analyse regionaler Arbeitsmarktmobilität : Modellierung von Entscheidungsprozessen im Mehrebenenkontext. Dyadische Analyse regionaler Arbeitsmarktmobilität Wiesbaden [Buch]

2016

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Stein, Petra Effect comparison in multilevel structural equation models with non-metric outcomes. 3892-3901 In: JSM Proceedings : papers presented at the Joint Statistical Meetings ... and other ASA-sponsored conferences (2016) Alexandria, VA JSM 2016 (Chicago, IL) [Konferenzveröffentlichung]

2015

Kern, Christoph ORCID: 0000-0001-7363-4299 ; Stein, Petra (2015) Comparing coefficients of nonlinear multivariate regression models between equations. Open Access Survey Research Methods : SRM Konstanz 9 3 159-167 [Zeitschriftenartikel]
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Kern, Christoph ORCID: 0000-0001-7363-4299 (2015) Modeling mobility dispositions from a multilevel perspective. Schmollers Jahrbuch Berlin 135 1 23-34 [Zeitschriftenartikel]

Stein, Petra ; Kern, Christoph ORCID: 0000-0001-7363-4299 Dyadische Modellierung regionaler Arbeitsmarktmobilität. Lessenich, Stephan 520-531 In: Routinen der Krise - Krise der Routinen : Verhandlungen des 37. Kongresses der Deutschen Gesellschaft für Soziologie in Trier 2014 (2015) Trier 37. Kongress der Deutschen Gesellschaft für Soziologie (Trier, Germany) [Konferenzveröffentlichung]

2014

Kern, Christoph ORCID: 0000-0001-7363-4299 (2014) Regional Structures and Mobility Dispositions: A Multilevel Proportional- & Partial-Proportional Odds Approach. SOEP papers on Multidisciplinary Panel Data Research Berlin 681 [Arbeitspapier]

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