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Article
Open AccessNetwork 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,...
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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...
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Article
Open AccessTime 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...
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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...
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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...
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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...
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Article
Open AccessGenome 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...
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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...
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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...
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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...
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Reference Work Entry In depth
Functional Data Analysis
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Article
Rejoinder on: dynamic relations for sparsely sampled Gaussian processes
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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...
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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.
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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...
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Article
Discussion: Forecasting functional time series
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Chapter
Wissenschaftlich Beschäftigte als Verlierer der Hochschulreformen Die Prekarisierung der Beschäftigungsverhältnisse des wissenschaftlichen Mittelbaus am Beispiel Nordrhein-Westfalens
Die nordrhein-westfälischen Hochschulen wurden in den letzten Jahren mit einer Vielzahl neoliberaler Reformen, Umstellungen der Studienstruktur und neuer gesetzlicher Regelungen überzogen. Neben der Einführung...
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Article
Open AccessInferring 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...
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Article
Comments on: Nonparametric inference with generalized likelihood ratio tests
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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...