Method(olog)ische Grundlagen der Statistik und ihre Anwendungen
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Publikationen nach Jahr der Veröffentlichung

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2021

  • Luisa Ebner, Malte Nalenz, Annette ten Teije, Frank van Harmelen, and Thomas Augustin. Expert rulefit: Complementing rule ensembles with expert knowledge. In 19th International Conference on Artificial Intelligence in Medicine, KR4HC Workshop, 2021. Currently unavailable under the original address. Instead available under: https://github.com/maltenlz/Malte-Nalenz/blob/main/ERF.pdf.
  • Cornelia Fuetterer and Thomas Augustin. Internal validation of unsupervised clustering following an association accuracy heuristic. In IEEE International Conference on Bioinformatics and Biomedicine (BIBM): Workshop on Machine Learning and Artificial Intelligence in Bioinformatics and Medical Informatics (MABM 2021), pages 2201–2210, 2021. (doi:10.1109/BIBM52615.2021.9669782)
  • Cornelia Fütterer, Malte Nalenz, and Thomas Augustin. Discriminative power Lasso – incorporating discriminative power of genes into regularization-based variable selection. 2021. Technical Report. Available under: https://epub.ub.uni-muenchen.de/77862.
  • Dominik Kreiss, Georg Schollmeyer, and Thomas Augustin. Towards improving electoral forecasting by including undecided voters and interval-valued prior knowledge. In Proceedings of the Twelfth International Symposium on Imprecise Probabilities: Theories and Applications, Proceedings of Machine Learning Research, Granada, Spain, 06–09 Jul 2021.
  • Malte Nalenz and Thomas Augustin. Cultivated random forests: Robust decision tree learning through tree structured ensembles. 2021. Technical Report. Available under: https://epub.ub.uni-muenchen.de/77861.
  • Patrick Schwaferts and Thomas Augustin. Imprecise hypothesis-based bayesian decision making with composite hypotheses. In Proceedings of the Twelfth International Symposium on Imprecise Probabilities: Theories and Applications, Proceedings of Machine Learning Research, Granada, Spain, 06–09 Jul 2021.
  • Heidi Seibold, Severin Czerny, Siona Decke, Roman Dieterle, Thomas Eder, Steffen Fohr, Nico Hahn, Rabea Hartmann, Christoph Heindl, Philipp Kopper, Dario Lepke, Verena Loidl, Maximilian Mandl, Sarah Musiol, Jessica Peter, Alexander Piehler, Elio Rojas, Stefanie Schmid, Hannah Schmidt, Melissa Schmoll, Lennart Schneider, Xiao-Yin To, Viet Tran, Antje Völker, Moritz Wagner, Joshua Wagner, Maria Waize, Hannah Wecker, Rui Yang, Simone Zellner, and Malte Nalenz. A computational reproducibility study of PLOS ONE articles featuring longitudinal data analyses. PLOS ONE, 16(6), 2021.

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2020

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2019

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2018

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2017

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2016

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2015

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2014

  • Thomas Augustin, Frank P. A. Coolen, Gert de Cooman, and Matthias C. M. Troffaes, editors. Introduction to Imprecise Probabilities. Wiley, Chichester, 2014.
  • Thomas Augustin, Gero Walter, and Frank P. A. Coolen. Statistical inference. In Thomas Augustin, Frank P. A. Coolen, Gert de Cooman, and Matthias C. M. Troffaes, editors, Introduction to Imprecise Probabilities, pages 135–189. Wiley, 2014.
  • Xavier Blanchet, Katja Cesarek, Johanna Brandt, Heiko Herwald, Daniel Teupser, Helmut Küchenhoff, Ela Karshovska, Sebastian F. Mause, Wolfgang Siess, Hermann Wasmuth, Oliver Soehnlein, Rory R. Koenen, Christian Weber, and Philipp von Hundelshausen. Inflammatory role and prognostic value of platelet chemokines in acute coronary syndrome. Thrombosis and Haemostasis, 112(6):1277–1287, 2014.
  • Marco Cattaneo. A continuous updating rule for imprecise probabilities. In Anne Laurent, Olivier Strauss, Bernadette Bouchon-Meunier, and Ronald Yager, editors, Information Processing and Management of Uncertainty in Knowledge-Based Systems, Part 3, volume 444 of Communications in Computer and Information Science, pages 426–435. Springer, 2014.
  • Marco Cattaneo. Maxitive integral of real-valued functions. In Anne Laurent, Olivier Strauss, Bernadette Bouchon-Meunier, and Ronald Yager, editors, Information Processing and Management of Uncertainty in Knowledge-Based Systems, Part 1, volume 442 of Communications in Computer and Information Science, pages 226–235. Springer, 2014.
  • Marco Cattaneo and Andrea Wiencierz. On the implementation of LIR: the case of simple linear regression with interval data. Computational Statistics, 29(3–4):743–767, 2014.
  • Eva Endres. Pre-validation for assessing the added predictive value of high-dimensional molecular data in binary classification. Master's thesis, LMU Munich, 2014.

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2013

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2012

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2011

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2010

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2009

  • Thomas Augustin and Robert Hable. On the impact of robust statistics on imprecise probability models: a review. In Hitoshi Furuta, Dan Mircea Frangopol, and Masanobu Shinozuka, editors, Safety, Reliability and Risk of Structures, Infrastructures and Engineering Systems. Proceedings of ICOSSAR2009 (The 10th International Conference on Structural Safety and Reliability, Osaka). Taylor and Francis, 2009.
  • Thomas Augustin, Frank Coolen, Pauline Coolen-Schrijner, and Matthias Troffaes, editors. Special issue on statistical theory and practice with Journal of Statistical Theory and Practice 3, 1–303, 2009. see also Coolen-Schrijner, Coolen, Troffaes, Augustin, Gupta, editors (2009).
  • Thomas Augustin, Frank Coolen, Matthias Troffaes, and Serafín Moral, editors. Proceedings of ISIPTA '09. Fifth International Symposium on Imprecise Probabilities and Their Applications, Manno, 2009. SIPTA.
  • Thomas Augustin, Enrique Miranda, and Jirina Vejnarova, editors. Special issue on imprecise probability models and their applications. International Journal of Approximate Reasoning, 50 (4), 581–694, 2009.
  • Andrey Bronevich and Thomas Augustin. Approximation of coherent lower probabilities by 2-monotone measures. In Thomas Augustin, Frank Coolen, Serafín Moral, and Matthias Troffaes, editors, ISIPTA '09: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications, pages 61–69, Manno, 2009. SIPTA.
  • Marco Cattaneo. A generalization of credal networks. In Thomas Augustin, Frank Coolen, Serafín Moral, and Matthias Troffaes, editors, ISIPTA '09, Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications, pages 79–88, Manno, 2009. SIPTA.
  • Frank Coolen and Thomas Augustin. A nonparametric predictive alternative to the imprecise Dirichlet model: the case of a known number of categories. International Journal of Approximate Reasoning, 50:217–230, 2009.
  • Pauline Coolen-Schrijner, Frank Coolen, Troffaes Matthias, and Thomas Augustin. Imprecision in statistical theory and practice. Journal of Statistical Theory and Practice, 3:1–9, 2009.
  • Pauline Coolen-Schrijner, Frank Coolen, Matthias Troffaes, Thomas Augustin, and Sat Gupta, editors. Imprecision in Statistical Theory and Practice. Grace Scientific Publishing LLC, Greensboro, 2009. reprinted version of Augustin, Coolen, Coolen-Schrijner, Troffaes (editos), 2009.
  • Jochen Einbeck and Thomas Augustin. On design-weighted local fitting and its relation to the Horvitz-Thompson estimator. Statistica Sinica, 19(1):103–123, 2009.
  • Andreas Mihalyi, Barbara Deml, and Thomas Augustin. A contribution to integrated driver modeling: a coherent framework for modeling both non-routine and routine elements of the driving task. In Vincent Duffy, editor, 2nd International Conference on Digital Human Modeling held at the HCI International (13th International Conference on Human-Computer Interaction), pages 433–442. Springer, 2009.
  • Anneke Neuhaus, Thomas Augustin, Christian Heumann, and Martin Daumer. A review on joint models in biometrical research. Journal of Statistical Theory and Practice, 3:855–868, 2009.
  • Carolin Strobl and Thomas Augustin. Adaptive selection of extra cutpoints — an approach towards reconciling robustness and interpretability in classification trees. Journal of Statistical Theory and Practice, 3:119–135, 2009.
  • Gero Walter and Thomas Augustin. Bayesian linear regression — different conjugate models and their (in)sensitivity to prior-data conflict. Technical Report 69, Department of Statistics, LMU Munich, 2009.
  • Gero Walter and Thomas Augustin. Imprecision and prior-data conflict in generalized Bayesian inference. Journal of Statistical Theory and Practice, 3:255–271, 2009.
  • Andrea Wiencierz. Arthur P. Dempster's generalized inference theory: Theoretical foundations, extensions and modern applications. Master's thesis, LMU Munich, 2009.
  • Christoph Wunder, Andrea Wiencierz, Johannes Schwarze, Helmut Küchenhoff, Sara Kleyer, and Philipp Bleninger. Well-being over the life span: Semiparametric evidence from British and German longitudinal data. Technical Report 179, DIW Berlin, 2009.

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2008

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2007

  • Frank Coolen and Thomas Augustin. Multinomial nonparametric predictive inference with sub-categories. In Gert de Cooman, Jirina Vejnarova, and Marco Zaffalon, editors, ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications, pages 77–86, Manno, 2007. SIPTA.
  • Jochen Einbeck, Thomas Augustin, and Julio Singer. Smoothing, sampling, and Basu's elephants. In Joan del Castillo, Anna Espinal, and Pere Puig, editors, Proceedings of the 22th International Workshop on Statistical Modelling, pages 245–248, Barcelona, 2007.
  • Michael Obermeier and Thomas Augustin. Luceno's discretization method and its application in decision making under ambiguity. In Gert de Cooman, Jirina Vejnarova, and Marco Zaffalon, editors, ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications, pages 327–336, Manno, 2007. SIPTA.
  • Carolin Strobl, Anne-Laure Boulesteix, and Thomas Augustin. Unbiased split selection for classification trees based on the Gini-index. Computational Statistics and Data Analysis, 52(1):483–501, 2007.
  • Lev Utkin and Thomas Augustin. Decision making under imperfect measurement using the imprecise Dirichlet model. International Journal of Approximate Reasoning, 44(3):322–338, 2007.
  • Gero Walter. The normal regression model as a LUCK-model. Discussion Paper, 2007.
  • Gero Walter. Sketch of an alternative approach to linear regression analysis under sets of conjugate priors. Discussion Paper, 2007.
  • Gero Walter, Thomas Augustin, and Annette Peters. Linear regression analysis under sets of conjugate priors. In Gert de Cooman, Jirina Vejnarova, and Marco Zaffalon, editors, ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probabilities and their Applications, pages 445–455, Manno, 2007. SIPTA.

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2006

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2005

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2004

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2003

  • Thomas Augustin. On the suboptimality of the generalized Bayes rule and robust Bayesian procedures from the decision theoretic point of view — a cautionary note on updating imprecise priors. In Jean-Marc Bernard, Teddy Seidenfeld, and Marco Zaffalon, editors, ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and their Applications, pages 31–45, Lugano, Waterloo, 2003. Carleton Scientific.
  • Lev Utkin and Thomas Augustin. Decision making with imprecise second order probabilities. In Jean-Marc Bernard, Teddy Seidenfeld, and Marco Zaffalon, editors, ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and their Applications, pages 547–561, Lugano, Waterloo, 2003. Carleton Scientific.
  • Lev Utkin and Thomas Augustin. Risk analysis on the basis of partial information about quantiles. In Solojentsev Evgueni, editor, Modelling and Analysis of Safety and Risk in Complex Systems (Proceedings of the Third International Scientific School MA SR 2003), pages 172–178, St. Petersburg, 2003. Institute of Problems of Mechanical Engineering of Russian Academy of Science (IMPE RAS).
  • Kurt Weichselberger and Thomas Augustin. On the symbiosis of two concepts of conditional interval probability. In Jean-Marc Bernard, Teddy Seidenfeld, and Marco Zaffalon, editors, ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and their Applications, pages 547–561. Carleton Scientific, Lugano, Waterloo, 2003.
  • Joachim Wolff and Thomas Augustin. Heaping and its consequences for duration analysis: a simulation study. Allgemeines Statistisches Archiv, 87(1):59–86, 2003.

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2002

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2001

  • Thomas Augustin. On decision making under ambiguous prior and sampling information. In Gert de Cooman, Terrence Fine, Serafín Moral, and Teddy Seidenfeld, editors, ISIPTA '01: Proceedings of the Second International Symposium on Imprecise Probabilities and their Applications, pages 9–16, Ithaca (N.Y.), Shaker, Maastricht, 2001. Cornell University.
  • Sigrid Pöhlmann and Thomas Augustin. A Kiefer-Weiss optimal sequential sign test — Some considerations on a bioequivalence problem from the viewpoint of quality management. In Joachim Kunert and Götz Trenkler, editors, Mathematical Statistics with Applications in Biometry (Festschrift for Siegfried Schach), pages 179–188. Josef Eul, Köln, 2001.
  • Kurt Weichselberger. Elementare Grundbegriffe einer allgemeineren Wahrscheinlichkeitsrechnung I — Intervallwahrscheinlichkeit als umfassendes Konzept. Physika, Heidelberg, 2001. (unter Mitarbeit von T. Augustin und A. Wallner), Seiten: 684 + xiv.

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1999

  • Thomas Augustin. Globally least favorable pairs and Neyman-Pearson testing under interval probability. In Gert de Cooman, Fabio Gagliardi Cozman, Serafín Moral, and Peter Walley, editors, ISIPTA '99: Proceedings of the First International Symposium on Imprecise Probabilities and their Applications, pages 15–24, Gent, 1999.
  • Thomas Augustin. Interval probability — towards a more comprehensive mathematical modeling of uncertainty. In Stefan Maksay, editor, Analele Facultatii de Inginerie din Hunedoara, pages 143–147. University of Hunedoara, 1999.
  • Thomas Augustin. On data-based checking of hypotheses in the presence of uncertain knowledge. In Wolfang Gaul and Hermann Locarek-Junge, editors, Classification in the Information Age, pages 127–135. Springer, 1999.
  • Thomas Augustin. Quasi-likelihood based correction for measurement error in accelerated failure time models. In Herwig Friedl, Andrea Berghold, and Göran Kauermann, editors, Statistical Modelling. Proceedings of the 14th International Workshop on Statistical Modelling, pages 421–424. l, 1999.

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1998

  • Thomas Augustin. Optimale Tests bei Intervallwahrscheinlichkeit. Vandenhoeck and Ruprecht, Göttingen, 1998. With a preface by Kurt Weichselberger, Pages: 290 + XIV.
  • Kurt Weichselberger and Thomas Augustin. Analysing Ellsberg's paradox by means of interval-probability. In Robert Galata and Helmut Küchenhoff, editors, Econometrics in Theory and Practice, pages 291–304. Physica, Heidelberg, 1998.
  • Kurt Weichselberger and Thomas Augustin. Zur Konstruktion von Bereichsschätzungen für nicht-monotone Funktionen von Parametern. Jahrbücher für Nationalökonomie und Statistik, 217(1):123–137, 1998.

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1996

  • Thomas Augustin. Intervallwahrscheinlichkeit als geschlossene Methodologie zur Behandlung unsicheren Wissens. In Françoise Bry and Slim Abdennadher, editors, Tag der Informatik '96, pages 1–13. Institut für Informatik. Universität München, München, 1996.
  • Thomas Augustin. Modeling weak information with generalized probability assignments. In Hans-Hermann Bock and Wolfgang Polasek, editors, Data Analysis and Information Systems. Statistical and Conceptual Approaches, pages 101–113. Springer, Heidelberg, 1996.

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1992

  • Thomas Augustin. Zur Schätzung von Baselinefunktionen in semiparametrischen Lebensdauermodellen, 1992. Diplomarbeit, Institut für Statistik. Universität München.

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1991

  • Thomas Augustin and Siegfried Lamnek. Lebensbedingungen und Infrastruktur der Gemeinde Ottobrunn, 1991. Institut für Soziologie. Universität München.