Results 11 to 20 of about 17,164 (153)

Analysis of the regional differences between fixed assets investment and China's economic growth from the perspective of functional data [PDF]

open access: yesMATEC Web of Conferences, 2021
Investment, consumption and export are the troika which promotes China's economic development. Investment is the most important factor and plays a vital role to drive economic growth.
Cheng Tianqi   +3 more
doaj   +1 more source

Optimal Estimation of Large Functional and Longitudinal Data by Using Functional Linear Mixed Model

open access: yesMathematics, 2022
The estimation of large functional and longitudinal data, which refers to the estimation of mean function, estimation of covariance function, and prediction of individual trajectory, is one of the most challenging problems in the field of high ...
Mengfei Ran, Yihe Yang
doaj   +1 more source

Application of Functional Principal Component Analysis in the Spatiotemporal Land-Use Regression Modeling of PM2.5

open access: yesAtmosphere, 2023
Functional data are generally curves indexed over a time domain, and land-use regression (LUR) is a promising spatial technique for generating high-resolution spatial estimation of retrospective long-term air pollutants.
Mahmood Taghavi   +6 more
doaj   +1 more source

Quantile-based Clustering for Functional Data via Modelling Functional Principal Components Scores

open access: yesJournal of Physics: Conference Series, 2023
Clustering tasks of functional data arise naturally in many applications, and efficient classification approaches are needed to find groups. The current paper combines the quantile-based model with the principal component analysis of functional data ...
M. Hael   +3 more
semanticscholar   +1 more source

Power transformer oil–paper insulation degradation modelling and prediction method based on functional principal component analysis

open access: yesIET Science, Measurement & Technology, 2022
This study is for the case where the available data of power transformer oil–paper insulation is limited to a small amount furfural data, to solve the problems in oil–paper insulation degradation modelling, such as few samples available, unknown function
Yuehan Qu   +4 more
doaj   +1 more source

Functional Analysis of Continuous, High-Resolution Measures in Aging Research: A Demonstration Using Cerebral Oxygenation Data From the Irish Longitudinal Study on Aging

open access: yesFrontiers in Human Neuroscience, 2020
Background: A shift towards the dynamic measurement of physiologic resilience and improved technology incorporated into experimental paradigms in aging research is producing high-resolution data.
John D. O’Connor   +9 more
doaj   +1 more source

Time-Varying Functional Principal Components for Non-Stationary EpCO$$_2$$ in Freshwater Systems

open access: yesJournal of Agricultural Biological and Environmental Statistics, 2022
Outgassing of carbon dioxide (CO$$_2$$ 2 ) from river surface waters, estimated using partial pressure of dissolved CO$$_2$$ 2 , has recently been considered an important component of the global carbon budget.
A. Elayouty, M. Scott, Claire Miller
semanticscholar   +1 more source

Functional Analysis for Habitat Mapping in a Special Area of Conservation Using Sentinel-2 Time-Series Data

open access: yesRemote Sensing, 2022
The mapping and monitoring of natural and semi-natural habitats are crucial activities and are regulated by European policies and regulations, such as the 92/43/EEC. In the Mediterranean area, which is characterized by high vegetational and environmental
Simone Pesaresi   +3 more
doaj   +1 more source

Exploring functional data analysis and wavelet principal component analysis on ecstasy (MDMA) wastewater data

open access: yesBMC Medical Research Methodology, 2016
Background Wastewater-based epidemiology (WBE) is a novel approach in drug use epidemiology which aims to monitor the extent of use of various drugs in a community.
Stefania Salvatore   +2 more
doaj   +1 more source

Application and interpretation of functional data analysis techniques to differential scanning calorimetry data from lupus patients. [PDF]

open access: yesPLoS ONE, 2017
DSC is used to determine thermally-induced conformational changes of biomolecules within a blood plasma sample. Recent research has indicated that DSC curves (or thermograms) may have different characteristics based on disease status and, thus, may be ...
Sarah K Kendrick   +3 more
doaj   +1 more source

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