Results 11 to 20 of about 33,054,453 (365)
Functional Data Analysis: An Introduction and Recent Developments [PDF]
Biometrical journal. Biometrische Zeitschrift, 2023 Functional data analysis (FDA) is a statistical framework that allows for the analysis of curves, images, or functions on higher dimensional domains. The goals of FDA, such as descriptive analyses, classification, and regression, are generally the same ...
Jan Gertheiss +3 more
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Review of Clustering Methods for Functional Data [PDF]
ACM Transactions on Knowledge Discovery from Data, 2022 Functional data clustering is to identify heterogeneous morphological patterns in the continuous functions underlying the discrete measurements/observations.
Mimi Zhang, Andrew C. Parnell
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scikit-fda: A Python Package for Functional Data Analysis [PDF]
Journal of Statistical Software, 2022 The library scikit-fda is a Python package for Functional Data Analysis (FDA). It provides a comprehensive set of tools for representation, preprocessing, and exploratory analysis of functional data.
Carlos Ramos-Carreño +4 more
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Conformal prediction bands for multivariate functional data [PDF]
Journal of Multivariate Analysis, 2021 Motivated by the pressing request of methods able to create prediction sets in a general regression framework for a multivariate functional response and pushed by new methodological advancements in non-parametric prediction for functional data, we ...
Jacopo Diquigiovanni +2 more
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Second-Generation Functional Data
Annual Review of Statistics and Its Application, 2023 Modern studies from a variety of fields record multiple functional observations according to either multivariate, longitudinal, spatial, or time series designs.
Salil Koner, A. Staicu
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Point Processes in a Metric Space and Their Applications
Mathematics, 2022 Point processes are important in extreme value theory due to their equivalent formulations of two popular models in various applications: the block maxima models and the peak-over-threshold model.
Yuwei Zhao
doaj +1 more source
Mathematics, 2022 Stute presented the so-called conditional U-statistics generalizing the Nadaraya–Watson estimates of the regression function. Stute demonstrated their pointwise consistency and the asymptotic normality.
Salim Bouzebda, Inass Soukarieh
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American Journal of Human Genetics, 2021 Clinical interpretation of missense variants is challenging because the majority identified by genetic testing are rare and their functional effects are unknown.
S. Fayer +11 more
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Signature of Alzheimer’s Disease in Intestinal Microbiome: Results From the AlzBiom Study
Frontiers in Neuroscience, 2022 BackgroundChanges in intestinal microbiome composition have been described in animal models of Alzheimer’s disease (AD) and AD patients. Here we investigated how well taxonomic and functional intestinal microbiome data and their combination with clinical
Christoph Laske +13 more
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Nucleic Acids Res., 2022 Much of the complexity within cells arises from functional and regulatory interactions among proteins. The core of these interactions is increasingly known, but novel interactions continue to be discovered, and the information remains scattered across ...
Damian Szklarczyk +12 more
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