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  1. No Access

    Chapter

    Functional Data Analysis for Big Data: A Case Study on California Temperature Trends

    In recent years, detailed historical records, remote sensing, genomics and medical imaging applications as well as the rise of the Internet-of-Things present novel data streams. Many of these data are instance...

    Pantelis Zenon Hadjipantelis, Hans-Georg Müller in Handbook of Big Data Analytics (2018)

  2. Chapter

    Function Estimation

    The following is a brief review of three landmark papers of Peter Bickel on theoretical and methodological aspects of nonparametric density and regression estimation and the related topic of goodness-of-fit te...

    Hans-Georg Müller in Selected Works of Peter J. Bickel (2014)

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    Reference Work Entry In depth

    Functional Data Analysis

    Hans-Georg Müller in International Encyclopedia of Statistical Science (2011)

  4. No Access

    Article

    Rejoinder on: dynamic relations for sparsely sampled Gaussian processes

    Hans-Georg Müller, Wen**g Yang in TEST (2010)

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    Article

    Dynamic relations for sparsely sampled Gaussian processes

    In longitudinal studies, it is common to observe repeated measurements data from a sample of subjects where noisy measurements are made at irregular times, with a random number of measurements per subject. Oft...

    Hans-Georg Müller, Wen**g Yang in TEST (2010)

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    Article

    Discussion: Forecasting functional time series

    Jeng-Min Chiou, Hans-Georg Müller… in Journal of the Korean Statistical Society (2009)

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    Article

    Comments on: Nonparametric inference with generalized likelihood ratio tests

    Hans-Georg Müller in TEST (2007)

  8. No Access

    Chapter

    Applications of Multiparameter Weak Convergence for Adaptive Nonparametric Curve Estimation

    We give an overview on applications of weak convergence of stochastic processes to obtain adaptive nonparametric curve estimators through efficient data-based local bandwidth choices. We point out new developm...

    Hans-Georg Müller, Kathy Prewitt in Nonparametric Functional Estimation and Related Topics (1991)