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The four-parameter kappa distribution (K4D) is a generalized form of some commonly used distributions such as generalized logistic, generalized Pareto, generalized Gumbel, and generalized extreme value (GEV) distributions. Owing to its…

统计方法学 · 统计学 2024-08-20 Nipada Papukdee , Jeong-Soo Park , Piyapatr Busababodhin

We extend balloon and sample-smoothing estimators, two types of variable-bandwidth kernel density estimators, by a shift parameter and derive their asymptotic properties. Our approach facilitates the unified study of a wide range of density…

统计方法学 · 统计学 2015-12-11 Till Hoffmann , Nick S. Jones

Context: Massive amounts of spectroscopic data obtained by stellar surveys are feeding an ongoing revolution in our knowledge of stellar and Galactic astrophysics. Analysing these data sets to extract the best possible astrophysical…

天体物理仪器与方法 · 物理学 2026-01-14 J. E. Martínez Fernández , S. Özdemir , R. Smiljanic , M. L. L. Dantas , A. R. da Silva

Kernel mean embeddings are a popular tool that consists in representing probability measures by their infinite-dimensional mean embeddings in a reproducing kernel Hilbert space. When the kernel is characteristic, mean embeddings can be used…

机器学习 · 计算机科学 2021-06-29 Boris Muzellec , Francis Bach , Alessandro Rudi

We propose a generalization of our previous KDE (kernel density estimation) method for estimating luminosity functions (LFs). This new upgrade further extend the application scope of our KDE method, making it a very flexible approach which…

天体物理仪器与方法 · 物理学 2022-05-18 Zunli Yuan , Xibin Zhang , Jiancheng Wang , Xiangming Cheng , Wenjie Wang

Motivated by applications in statistics and machine learning, we consider a problem of unmixing convex combinations of nonparametric densities. Suppose we observe $n$ groups of samples, where the $i$th group consists of $N_i$ independent…

统计理论 · 数学 2026-03-31 Jianqing Fan , Zheng Tracy Ke , Zhaoyang Shi

We explore the constant intensity cut method that is widely used for the derivation of the cosmic ray energy spectrum, for comparisons of data obtained at different atmospheric depths, for measuring average shower profiles, and for…

天体物理学 · 物理学 2011-05-12 Jaime Alvarez-Muniz , Ralph Engel , T. K. Gaisser , Jeferson A. Ortiz , Todor Stanev

With histograms as its foundation, we develop Categorical Exploratory Data Analysis (CEDA) under the extreme-$K$ sample problem, and illustrate its universal applicability through four 1D categorical datasets. Given a sizable $K$, CEDA's…

应用统计 · 统计学 2020-07-31 Elizabeth Chou , Catie McVey , Yin-Chen Hsieh , Sabrina Enriquez , Fushing Hsieh

Empirical fixation densities, spatial distributions estimated from human eye-tracking data, are foundational to saliency benchmarking. They directly shape benchmark conclusions, leaderboard rankings, failure case analyses, and scientific…

计算机视觉与模式识别 · 计算机科学 2026-05-06 Susmit Agrawal , Jannis Hollman , Matthias Kümmerer

We investigate robust parameter estimation and testing procedure for multivariate diffusion processes observed at high frequency via the minimum density power divergence estimator (MDPDE). Within a general diffusion framework and under…

统计方法学 · 统计学 2026-03-17 Sourojyoti Barick

We use a support vector regressor based on a projected quantum kernel method to predict the density structure of 1D fermionic systems of interest in quantum chemistry and quantum matter. The kernel is built on with the observables of a…

量子物理 · 物理学 2025-09-01 Francesco Perciavalle , Francesco Plastina , Michele Pisarra , Nicola Lo Gullo

Background estimation is essential when studying TeV gamma-ray astronomy for extensive air shower arrays. In this work, by applying four applying four different methods including equi-zenith angle method, surrounding window method, direct…

天体物理仪器与方法 · 物理学 2022-12-14 Yan-Jin Wang , Min Zha , Shi-Cong Hu , Chuan-Dong Gao , Jian-Li Zhang , Xin Zhang

Tidal disruption events (TDEs) are powerful probes of supermassive black hole (SMBH) properties and accretion physics. The existing light curve fitting tools assume that the disrupted stars are on parabolic orbits, which may introduce…

高能天体物理现象 · 物理学 2026-03-27 Shiyan Zhong , Chenxi Shang , Xiaowei Liu

Accurate simulation of physical processes is crucial for the success of modern particle physics. However, simulating the development and interaction of particle showers with calorimeter detectors is a time consuming process and drives the…

Mendelian randomization (MR) is a widely used tool for causal inference in the presence of unmeasured confounders, which uses single nucleotide polymorphisms (SNPs) as instrumental variables to estimate causal effects. However, SNPs often…

统计方法学 · 统计学 2025-04-29 Ruoyu Wang , Haoyu Zhang , Xihong Lin

On the basis of the scaling approach and CORSIKA simulations data the radial scale factor of lateral distribution of electrons in extensive air showers is confirmed as potentially effective primary mass estimator, and its sensitivity to…

高能天体物理现象 · 物理学 2018-08-29 R. Raikin , T. Serebryakova , A. Lagutin , N. Volkov

Digital tracking enables telescopes to detect asteroids several times fainter than conventional techniques. We describe our optimized methodology to acquire, process, and interpret digital tracking observations, and we apply it to probe the…

地球与行星天体物理 · 物理学 2020-01-08 A. N. Heinze , Joseph Trollo , Stanimir Metchev

We introduce a novel approach, a Dense Shell Method (DSM), for measuring distances for cosmology. It is based on original Baade idea to relate absolute difference of photospheric radii with photospheric velocity. We demonstrate that this…

宇宙学与河外天体物理 · 物理学 2015-06-05 Sergei Blinnikov , Marat Potashov , Petr Baklanov , Alexander Dolgov

Cosmic rays have valuable information about universe surroundings us. Finding energy, mass and arrival direction of primary cosmic ray particle are the most important aspects of extensive air shower studies. In order to determine these…

天体物理仪器与方法 · 物理学 2011-03-17 H. Hedayati Kh. , A. Anvari , M. Bahmanabadi , M. Khakian Ghomi , J. Samimi

We develop and apply an enhanced regularization algorithm, used in RHESSI X-ray spectral analysis, to constrain the ill-posed inverse problem that is determining the DEM from solar observations. We demonstrate this computationally fast…

太阳与恒星天体物理 · 物理学 2015-06-03 I. G. Hannah , E. P. Kontar
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