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We identify 47,600 clusters of galaxies from photometric data of Two Micron All Sky Survey (2MASS), Wide-field Infrared Survey Explorer (WISE), and SuperCOSMOS, among which 26,125 clusters are recognized for the first time and mostly in the…

星系天体物理 · 物理学 2018-01-31 Z. L. Wen , J. L. Han , F. Yang

In this article, a new method, called FWP, is proposed for clustering longitudinal curves. In the proposed method, clusters of mean functions are identified through a weighted concave pairwise fusion method. The EM algorithm and the…

统计方法学 · 统计学 2023-06-14 Xin Wang

A good object clustering is critical to the performance of object-oriented databases. However, it always involves some kind of overhead for the system. The aim of this paper is to propose a modelling methodology in order to evaluate the…

数据库 · 计算机科学 2017-01-01 Jérôme Darmont , Amar Attoui , Michel Gourgand

We develop novel clustering algorithms for functional data when the number of clusters $K$ is unknown and also when it is prefixed. These algorithms are developed based on the Maximum Mean Discrepancy (MMD) measure between two sets of…

统计方法学 · 统计学 2025-07-16 Sourav Chakrabarty , Anirvan Chakraborty , Shyamal K. De

The clustering problem has many applications in Machine Learning, Operations Research, and Statistics. We propose three algorithms to create starting solutions for improvement algorithms for this problem. We test the algorithms on 72…

机器学习 · 计算机科学 2020-04-10 Pawel Kalczynski , Jack Brimberg , Zvi Drezner

Recent observational and theoretical investigations have emphasised the importance of filamentary networks within molecular clouds as sites of star formation. Since such environments are more complex than those of isolated cores, it is…

太阳与恒星天体物理 · 物理学 2014-08-29 Roxana-Adela Chira , Rowan J. Smith , Ralf S. Klessen , Amelia M. Stutz , Rahul Shetty

In the Correlation Clustering problem, we are given a set of objects with pairwise similarity information. Our aim is to partition these objects into clusters that match this information as closely as possible. More specifically, the…

数据结构与算法 · 计算机科学 2022-08-29 Jafar Jafarov

We present a new cluster-finding algorithm based on a combination of the Voronoi Tessellation and Friends-Of-Friends methods. The algorithm utilises probability distribution functions derived from a photometric redshift analysis and is…

天体物理学 · 物理学 2007-05-23 Lee Clewley , Caroline van Breukelen , David Bonfield

The origin of the diverse population of galaxy clusters remains an unexplained aspect of large-scale structure formation and cluster evolution. We present a novel method of using X-ray images to identify cool core (CC), weak cool core…

宇宙学与河外天体物理 · 物理学 2020-10-14 Y. Su , Y. Zhang , G. Liang , J. A. ZuHone , D. J. Barnes , N. B. Jacobs , M. Ntampaka , W. R. Forman , P. E. J. Nulsen , R. P. Kraft , C. Jones

We carry out a classification of the observed pulsar dataset into distinct clusters, based on the $P-\dot{P}$ diagram, using Extreme Deconvolution based Gaussian Mixture Model. We then use the Bayesian Information Criterion to select the…

天体物理仪器与方法 · 物理学 2021-08-24 Tarun Tej Reddy Ch. , Shantanu Desai

Spectral clustering refers to a family of unsupervised learning algorithms that compute a spectral embedding of the original data based on the eigenvectors of a similarity graph. This non-linear transformation of the data is both the key of…

机器学习 · 计算机科学 2019-01-30 Nicolas Tremblay , Andreas Loukas

We investigate, using simulated galaxy catalogues, the completeness of searches for massive clusters of galaxies in redshift surveys or imaging surveys with photometric redshift estimates, i.e. what fraction of clusters (M>10^14/h Msun) are…

天体物理学 · 物理学 2008-11-26 Martin White , C. S. Kochanek

Using simulated redshift surveys generated from a high resolution N-body cosmological structure simulation, we study algorithms used to identify groups of galaxies in redshift space. Two algorithms are investigated; both are…

天体物理学 · 物理学 2009-10-22 James J. Frederic

Understanding the behavior of numerical metaheuristic optimization algorithms is critical for advancing their development and application. Traditional visualization techniques, such as convergence plots, trajectory mapping, and fitness…

神经与进化计算 · 计算机科学 2025-07-04 Gjorgjina Cenikj , Gašper Petelin , Tome Eftimov

A method that uses fuzzy clustering algorithms to achieve particle identification based on pulse shape analysis is presented. The fuzzy c-means clustering algorithm is used to compute mean (principal) pulse shapes induced by different…

The Chamaeleon I dark cloud (Cha I} has been mapped in C18O J=1-0 with an angular resolution of 1 arcmin using the SEST telescope. The large scale structures previously observed with lower spatial resolution in the cloud turn into a network…

天体物理学 · 物理学 2009-11-10 L. K. Haikala , J. Harju , K Mattila , M Toriseva

An efficient algorithm is presented for the identification of short bursts of gravitational radiation in the data from broad-band interferometric detectors. The algorithm consists of three steps: pixels of the time-frequency representation…

广义相对论与量子宇宙学 · 物理学 2011-07-19 Julien Sylvestre

In this paper, we implement and carry out the comparison of two methods of computer-aided-detection of masses on mammograms. The two algorithms basically consist of 3 steps each: segmentation, binarization and noise suppression using…

计算机视觉与模式识别 · 计算机科学 2012-03-09 Guillaume Kom , Alain Tiedeu , Martin Kom , John Ngundam

The aim of the paper is to estimate distances to dense molecular cores that harbour Very Low Luminosity Objects (VeLLO) detected by Spitzer Space Telescope and to confirm their VeLLO nature. The cloud distances are estimated using near-IR…

太阳与恒星天体物理 · 物理学 2015-05-30 G. Maheswar , Chang Won Lee , Sami Dib