Me

Roland Langrock

Statistics and Data Analysis Group
Department of Business Administration and Economics
Bielefeld University
Universitätsstraße 25, 33615 Bielefeld, Germany

E-mail: roland.langrock@uni-bielefeld.de
Phone: +49 (0) 521 106 4879



News About me Research Teaching



Research interests

  • hidden Markov and related models
  • nonparametric methods
  • model selection
  • statistical ecology
  • financial time series
  • sports analytics





Book






Papers in peer-reviewed journals






Preprints

  • Deutscher, C., Ötting, M., Langrock, R., Gehrmann, S., Schneemann, S., Scholten, H.
    "Very highly skilled individuals do not choke under pressure: evidence from professional darts"
    arXiv: 1809.07659

  • Ötting, M., Langrock, R., Deutscher, C., Leos-Barajas, V.
    "The hot hand in professional darts"
    arXiv: 1803.05673

  • Glennie, R., Buckland, S.T., Langrock, R., Gerrodette, T., Ballance, L.T., Chivers, S.J., Scott, M.D., Perrin, W.F.
    "Incorporating animal movement into distance sampling"
    available on request






Publications in conference proceedings & technical reports

  • Pohle, J., King, R., van der Schaar, M., Langrock, R. (2018)
    "Coupled Markov-switching regression: inference and a case study using electronic health record data"
    Proceedings of the 33rd International Workshop on Statistical Modelling, Volume I

  • Ötting, M., Langrock, R., Deutscher, C., Leos-Barajas, V. (2018)
    "The hot hand in professional darts"
    Proceedings of the 33rd International Workshop on Statistical Modelling, Volume I

  • Adam, T., Mayr, A., Kneib, T., Langrock, R. (2018)
    "Statistical boosting for Markov-switching distributional regression models"
    Proceedings of the 33rd International Workshop on Statistical Modelling, Volume I

  • Ulrich, M., Jahnke, H., Langrock, R., Pesch, R., Senge, R. (2018)
    "Distributional regression for demand forecasting in e-grocery — a case study"
    Proceedings of the 33rd International Workshop on Statistical Modelling, Volume II

  • Pohle, J., Langrock, R. (2017)
    "Pragmatic order selection in hidden Markov models"
    Proceedings of the 32nd International Workshop on Statistical Modelling, Volume I

  • Ötting, M., Deutscher, C., Langrock, R. (2017)
    "Detecting match-fixing in the Italian Serie B using flexible regression"
    Proceedings of the 32nd International Workshop on Statistical Modelling, Volume II

  • Adam, T., Leos-Barajas, V., Langrock, R., van Beest, F.M. (2017)
    "Using hierarchical hidden Markov models for joint inference at multiple temporal scales"
    Proceedings of the 32nd International Workshop on Statistical Modelling, Volume II

  • Oswald, J.N., Oedekoven, C.S., Yack, T., Langrock, R., Thomas, L., Norris, T., Ferguson, E. (2014)
    "Development of statistical methods for examining relationships between odontocete vocal behavior and navy sonar signals"
    Report written as part of contract work for the U.S. Navy

  • Langrock, R., Kneib, T., Sohn, A. (2013)
    "Nonparametric hidden Markov models"
    S.Co.2013, invited conference paper

  • Thomas, L., Langrock, R., Rexstad, E., Borchers, D.L. (2012)
    "Lookout effectiveness analysis development"
    Report written as part of contract work for the U.S. Navy

  • Langrock, R., Zucchini, W. (2009)
    "Approximating hidden semi-Markov models by hidden Markov models"
    Proceedings of the 57th Session of the International Statistical Institute





Theses

  • Langrock, R. (2011)
    "On some special-purpose hidden Markov models"
    Ph.D. thesis, Göttingen

  • Solecki, R. (2008)
    "Spectral analysis of multivariate random measures"
    Diploma thesis, Heidelberg





Software