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In this paper, we study the error behavior of the nonequispaced fast Fourier transform (NFFT). This approximate algorithm is mainly based on the convenient choice of a compactly supported window function. So far, various window functions…

数值分析 · 数学 2021-08-25 Daniel Potts , Manfred Tasche

Recent discussion of the success of feature selection methods has argued that focusing on a relatively small number of features has been counterproductive. Instead, it is suggested, the number of significant features can be in the thousands…

统计理论 · 数学 2014-07-10 Peter Hall , Jiashun Jin , Hugh Miller

A functional risk curve gives the probability of an undesirable event as a function of the value of a critical parameter of a considered physical system. In several applicative situations, this curve is built using phenomenological…

统计理论 · 数学 2017-07-26 Bertrand Iooss , Loïc Le Gratiet

Time series classification problems have drawn increasing attention in the machine learning and statistical community. Closely related is the field of functional data analysis (FDA): it refers to the range of problems that deal with the…

机器学习 · 统计学 2021-02-25 Florian Pfisterer , Laura Beggel , Xudong Sun , Fabian Scheipl , Bernd Bischl

Large Language Models (LLMs) are increasingly trusted to perform automated code review and static analysis at scale, supporting tasks such as vulnerability detection, summarization, and refactoring. In this paper, we identify and exploit a…

机器学习 · 计算机科学 2025-12-19 Shir Bernstein , David Beste , Daniel Ayzenshteyn , Lea Schonherr , Yisroel Mirsky

We consider the problem of on-line evaluation of critical characteristic parameters such as the L_2-gain (L2G), input feedforward passivity index (IFP) and output feedback passivity index (OFP) of non-linear systems using their input-output…

系统与控制 · 电气工程与系统科学 2022-04-04 Shirantha Welikala , Hai Lin , Panos J. Antsaklis

Advances in high-performance computing require new ways to represent large-scale scientific data to support data storage, data transfers, and data analysis within scientific workflows. Multivariate functional approximation (MFA) has…

计算几何 · 计算机科学 2024-08-26 Guanqun Ma , David Lenz , Tom Peterka , Hanqi Guo , Bei Wang

This paper proposes distributed estimation procedures for three scalar-on-function regression models: the functional linear model (FLM), the functional non-parametric model (FNPM), and the functional partial linear model (FPLM). The…

统计计算 · 统计学 2026-01-08 Peilun He , Han Lin Shang , Nan Zou

A new approach to perform hospital case-mix planning (CMP) is introduced in this article. Our multi-criteria approach utilises utility functions (UF) to articulate the preferences and standpoint of independent decision makers regarding…

人工智能 · 计算机科学 2023-09-27 Robert L Burdett , Paul Corry , Prasad Yarlagadda , David Cook , Sean Birgan

The analysis of complex computer simulations, often involving functional data, presents unique statistical challenges. Conventional regression methods, such as function-on-function regression, typically associate functional outcomes with…

统计方法学 · 统计学 2026-02-11 R. Jacob Andros , Rajarshi Guhaniyogi , Devin Francom , Donatella Pasqualini

Fractional imputation (FI) is a relatively new method of imputation for handling item nonresponse in survey sampling. In FI, several imputed values with their fractional weights are created for each missing item. Each fractional weight…

统计方法学 · 统计学 2017-10-11 Shu Yang , Jae Kwang Kim

Failure Analysis (FA) is a highly intricate and knowledge-intensive process. The integration of AI components within the computational infrastructure of FA labs has the potential to automate a variety of tasks, including the detection of…

人工智能 · 计算机科学 2025-09-03 Aline Dobrovsky , Konstantin Schekotihin , Christian Burmer

Failure Mode Reasoning (FMR) is a method for formal analysis of system-related faults. The method was originally developed for identifying failure modes of safety-critical systems based on an analysis of their programs. In this paper, we…

软件工程 · 计算机科学 2022-10-18 Hamid Jahanian

Detecting multiple change points in functional data sequences has been increasingly popular and critical in various scientific fields. In this article, we propose a novel two-stage framework for detecting multiple change points in…

统计方法学 · 统计学 2025-05-27 Zhiqing Fang , Xin Liu

Periodicity is a common feature of time series. For finite-dimensional data, periodic autoregressive moving average (ARMA) models have been extensively studied. In functional time series analysis, AR models have been extended to incorporate…

统计方法学 · 统计学 2025-12-18 Sebastian Kühnert , Juhyun Park

The interpretation of feature importance in machine learning models is challenging when features are dependent. Permutation feature importance (PFI) ignores such dependencies, which can cause misleading interpretations due to extrapolation.…

机器学习 · 统计学 2023-11-09 Christoph Molnar , Gunnar König , Bernd Bischl , Giuseppe Casalicchio

The need to update the calibration of Function Point (FP) complexity weights is discussed, whose aims are to fit specific software application, to reflect software industry trend, and to improve cost estimation. Neuro-Fuzzy is a technique…

软件工程 · 计算机科学 2015-07-27 Wei Xia , Danny Ho , Luiz Fernando Capretz

Robotic Process Automation (RPA) has emerged as a game-changing technology in data extraction, revolutionizing the way organizations process and analyze large volumes of documents such as invoices, purchase orders, and payment advices. This…

Recommender systems (RS) play a core role in various domains, including business analytics, helping users and companies make appropriate decisions. To optimize service quality, related technologies focus on constructing user profiles by…

信息检索 · 计算机科学 2026-03-17 Hui Zhang , Jiayu Liu

We give stationary estimates for the derivative of the expectation of a non-smooth function of bounded variation f of the workload in a G/G/1/$\infty$ queue, with respect to a parameter influencing the distribu- tion of the input process.…

概率论 · 数学 2012-07-16 Pierre Bremaud , Jean-Marc Lasgouttes