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scikit-fda: A Python Package for Functional Data Analysis
Published 2024-05-01“… The library scikit-fda is a Python package for functional data analysis (FDA). …”
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A Study of the Colombian Stock Market with Multivariate Functional Data Analysis (FDA)
Published 2025-03-01“…In this work, Functional Data Analysis (FDA) is used to detect behavioral patterns in the Bolsa de Valores de Colombia (BVC) in reaction to the global crises caused by COVID-19 and the war in Ukraine. …”
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The Second Wave of the COVID-19 Pandemic in Poland - Characterised Using FDA Methods
Published 2023-02-01Subjects: Get full text
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A functional data analysis approach for modelling frequency‐modulated tonal sounds in animal communication
Published 2025-03-01“…We propose the application of a functional data analysis (FDA) approach to model extracted FM patterns, which entails the transformation of acoustic signals into continuous functions. …”
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Condition monitoring and multi-fault classification of hydraulic systems using multivariate functional data analysis
Published 2025-01-01Subjects: “…Functional data analysis (FDA)…”
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Music Genre Classification Based on Functional Data Analysis
Published 2024-01-01“…This paper proposes a noval method for MGC using functional data analysis (FDA) to represent music signals as smooth functions, capturing their temporal and harmonic properties more naturally. …”
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Functional analysis within latent states: A novel framework for analysing functional time series data.
Published 2025-01-01“…Functional data analysis (FDA) enables modelling and interpretation of data represented as functions over a continuum like time, space, or frequency. …”
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Runoff Potentiality of a Watershed through SCS and Functional Data Analysis Technique
Published 2014-01-01“…Runoff potentiality of a watershed was assessed based on identifying curve number (CN), soil conservation service (SCS), and functional data analysis (FDA) techniques. Daily discrete rainfall data were collected from weather stations in the study area and analyzed through lowess method for smoothing curve. …”
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Central Limit Theorem for Conditional Mode in the Single Functional Index Model with Data Missing at Random
Published 2024-01-01“…The rates of convergence highlight the critical part that the probability of concentration play in the law of the explanatory functional variable. Additionally, we establish the asymptotic normality of the derived estimators proposed under specific mild conditions, relying on standard assumptions in Functional Data Analysis (FDA) for the proofs. …”
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Characterizing Neurocardiovascular Responses to an Active Stand Test in Older Women: A Pilot Study Using Functional Data Analysis
Published 2025-06-01“…This observational pilot study investigated neurocardiovascular responses to an active stand test using continuous physiological monitoring and functional data analysis (FDA) in older women. A sample of 25 community-dwelling female adults aged 59–78 years (mean age: 70.3 years) participated. …”
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The daily auditory environments of people with tinnitus
Published 2025-07-01“…The sample (n = 108) included both Tinnitus and Control groups. Data were analyzed first using summative metrics of daily sound exposure followed by functional data analysis (FDA) to reveal finer temporal differences in sound exposure between groups. …”
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Analysis of Electric Vehicle Charging Behavior Patterns with Function Principal Component Analysis Approach
Published 2020-01-01“…This manuscript focused on analyzing electric vehicles’ (EV) charging behavior patterns with a functional data analysis (FDA) approach, with the goal of providing theoretical support to the EV infrastructure planning and regulation, as well as the power grid load management. 5-year real-world charging log data from a total of 455 charging stations in Kansas City, Missouri, was used. …”
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Functional Principal Components Analysis of Shanghai Stock Exchange 50 Index
Published 2014-01-01“…The main purpose of this paper is to explore the principle components of Shanghai stock exchange 50 index by means of functional principal component analysis (FPCA). Functional data analysis (FDA) deals with random variables (or process) with realizations in the smooth functional space. …”
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Statistical and Clustering Analysis of Safety Profiles of FDA-Approved Protein Kinase Inhibitors
Published 2024-12-01“…Protein kinases are vital regulators in cell biology, modifying protein functions through phosphorylation. Protein kinase inhibitors (PKIs), which impede these kinases’ activities, have broadened their therapeutic scope from cancer treatment to autoimmune and viral diseases. …”
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Oseltamivir-induced hepatotoxicity: A retrospective analysis of the FDA adverse event reporting system.
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Tumor suppressing function of SLC16A7 in bladder cancer and its pan-cancer analysis
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Psychiatric safety associated with hormone replacement therapy for menopausal symptoms: a real-world study of the FDA adverse event reporting system
Published 2025-06-01“…This study aimed to systemically investigate the psychiatric risks associated with HRT in menopausal women using real-world data.MethodsWe conducted disproportionality analyses by using data from the Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS) collected from January 1, 2004, to September 30, 2024, to calculate the reporting odds ratio (ROR) for psychiatric adverse events (pAEs) across four FDA-approved HRT categories. …”
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Glaucoma and brain functional networks: a bidirectional Mendelian randomisation study
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