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  1. Article

    Open Access

    Network evolution of regional brain volumes in young children reflects neurocognitive scores and mother’s education

    The maturation of regional brain volumes from birth to preadolescence is a critical developmental process that underlies emerging brain structural connectivity and function. Regulated by genes and environment,...

    Yidong Zhou, Hans-Georg Müller, Changbo Zhu, Yaqing Chen in Scientific Reports (2023)

  2. No Access

    Chapter and Conference Paper

    Go with the Flow: Personalized Task Sequencing Improves Online Language Learning

    Machine learning (ML) based adaptive learning promises great improvements in personalized learning for various learning contexts. However, it is necessary to look into the effectiveness of different interventi...

    Nathalie Rzepka, Katharina Simbeck in Artificial Intelligence in Education (2023)

  3. Article

    Open Access

    Time dynamics of COVID-19

    We apply tools from functional data analysis to model cumulative trajectories of COVID-19 cases across countries, establishing a framework for quantifying and comparing cases and deaths across countries longit...

    Cody Carroll, Satarupa Bhattacharjee, Yaqing Chen, Paromita Dubey in Scientific Reports (2020)

  4. No Access

    Article

    Age-dynamic networks and functional correlation for early white matter myelination

    The maturation of the myelinated white matter throughout childhood is a critical developmental process that underlies emerging connectivity and brain function. In response to genetic influences and neuronal ac...

    **ongtao Dai, Hans-Georg Müller, Jane-Ling Wang in Brain Structure and Function (2019)

  5. 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)

  6. No Access

    Article

    Quantifying Infinite-Dimensional Data: Functional Data Analysis in Action

    Functional data analysis (FDA) is concerned with inherently infinite-dimensional data objects and therefore can be viewed as part of the methodology for big data. The size of functional data may vary from tera...

    Kehui Chen, **aoke Zhang, Alexander Petersen in Statistics in Biosciences (2017)

  7. Article

    Open Access

    Genome sequence of the progenitor of the wheat D genome Aegilops tauschii

    A combination of advanced sequencing and map** techniques is used to produce a reference genome of Aegilops tauschii, progenitor of the wheat D genome, providing a valuable resource for comparative genetic stud...

    Ming-Cheng Luo, Yong Q. Gu, Daniela Puiu, Hao Wang, Sven O. Twardziok in Nature (2017)

  8. No Access

    Article

    Quantifying functionals of age distributions in the wild by solving an operator equation

    Residual demography is a recent concept that has proved to be a useful tool to gain insights about the age distributions of wild populations, especially insects. We develop an operator equation that permits th...

    Hao Ji, Hans-Georg Müller, Nikos T. Papadopoulos in Journal of Mathematical Biology (2017)

  9. 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)

  10. No Access

    Chapter and Conference Paper

    Functional Varying Coefficient Models

    Functional varying coefficient models provide a versatile and flexible analysis tool for relating longitudinal responses to longitudinal predictors. Two key innovations are: Representing the varying coefficien...

    Hans-Georg Müller, Damla Şentürk in Recent Advances in Functional Data Analysi… (2011)

  11. No Access

    Reference Work Entry In depth

    Functional Data Analysis

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

  12. No Access

    Article

    Rejoinder on: dynamic relations for sparsely sampled Gaussian processes

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

  13. No Access

    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)

  14. No Access

    Article

    Timeliness and follow-up patterns of cervical cancer detection in a cohort of medically underserved California women

    This study examines factors associated with timely follow-up after Pap test in a program providing cervical cancer detection services to medically underserved California women.

    Farzaneh Tabnak, Hans-Georg Müller, Jane-Ling Wang in Cancer Causes & Control (2010)

  15. No Access

    Chapter and Conference Paper

    Empirical Dynamics and Functional Data Analysis

    We review some recent developments on modeling and estimation of dynamic phenomena within the framework of Functional Data Analysis (FDA). The focus is on longitudinal data which correspond to sparsely and irr...

    Hans-Georg Müller in Proceedings of COMPSTAT'2010 (2010)

  16. No Access

    Article

    Discussion: Forecasting functional time series

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

  17. Article

    Open Access

    Inferring gene expression dynamics via functional regression analysis

    Temporal gene expression profiles characterize the time-dynamics of expression of specific genes and are increasingly collected in current gene expression experiments. In the analysis of experiments where gene...

    Hans-Georg Müller, Jeng-Min Chiou, **aoyan Leng in BMC Bioinformatics (2008)

  18. No Access

    Article

    Comments on: Nonparametric inference with generalized likelihood ratio tests

    Hans-Georg Müller in TEST (2007)

  19. No Access

    Chapter and Conference Paper

    Determination of Particle Size Distributionsof Swollen (Hydrated) Particlesby Analytical Ultracentrifugation

    The classic idea of a particle is that of a hard particle for example a hard sphere. Deviations from this idea may refer to differences in shape. It may have the shape of an ellipsoid or a cylinder. Thes...

    Hans Georg Müller in Analytical Ultracentrifugation VIII (2006)

  20. No Access

    Article

    High sexual signalling rates of young individuals predict extended life span in male Mediterranean fruit flies

    In a laboratory study, we monitored the lifetime sexual signalling (advertisement) of wild male Mediterranean fruit flies, and we tested the hypothesis that high lifetime intensity of sexual signalling indicat...

    Nikos T. Papadopoulos, Byron I. Katsoyannos, Nikos A. Kouloussis in Oecologia (2004)

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