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Recent and forthcoming advances in instrumentation, and giant new surveys, are creating astronomical data sets that are not amenable to the methods of analysis familiar to astronomers. Traditional methods are often inadequate not merely…

Instrumentation and Methods for Astrophysics · Physics 2024-01-30 Meyer Z. Pesenson , Isaac Z. Pesenson , Bruce McCollum

We aim at facilitating the visualization of astrophysical data for several tasks, such as uncovering patterns, presenting results to the community, and facilitating the understanding of complex physical relationships to the public. We…

Instrumentation and Methods for Astrophysics · Physics 2024-04-01 PASTA Collaboration , N. Borghi , E. Ceccarelli , A. Della Croce , L. Leuzzi , L. Rosignoli , A. Traina

Large amounts of data are available due to low-cost and high-capacity data storage equipments. We propose a data exploration/visualization method for tabular multi-dimensional, time-varying datasets to present selected items in their global…

Information Retrieval · Computer Science 2015-05-20 Nicolas Turenne

Multivariate time series (MTS) have become increasingly common in healthcare domains where human vital signs and laboratory results are collected for predictive diagnosis. Recently, there have been increasing efforts to visualize healthcare…

Machine Learning · Computer Science 2017-08-29 Minh Nguyen , Sanjay Purushotham , Hien To , Cyrus Shahabi

Rapid visualization of large-scale spatial vector data is a long-standing challenge in Geographic Information Science. In existing methods, the computation overheads grow rapidly with data volumes, leading to the incapability of providing…

Graphics · Computer Science 2021-01-26 Mengyu Ma , Ye Wu , Xue Ouyang , Luo Chen , Jun Li , Ning Jing

In an era where big and high-dimensional data is readily available, data scientists are inevitably faced with the challenge of reducing this data for expensive downstream computation or analysis. To this end, we present here a new method…

Methodology · Statistics 2018-06-05 Simon Mak , V. Roshan Joseph

We present a new Python pipeline for processing data from astronomical long-slit spectroscopy observations recorded with CCD detectors. The pipeline is designed to aim for simplicity, manual execution, transparency and robustness. The goal…

Instrumentation and Methods for Astrophysics · Physics 2025-04-02 Kostas Valeckas , Johan Peter Uldall Fynbo , Jens-Kristian Krogager , Kasper Elm Heintz

Rapidly growing data sizes of scientific simulations pose significant challenges for interactive visualization and analysis techniques. In this work, we propose a compact probabilistic representation to interactively visualize large…

Graphics · Computer Science 2020-10-16 Tobias Rapp , Christoph Peters , Carsten Dachsbacher

We develop multiple view visualization of higher dimensional data. Our work was chiefly motivated by the need to extract insight from four dimensional Quantum Chromodynamic (QCD) data. We develop visualization where multiple views,…

Graphics · Computer Science 2007-05-23 Stanimire Tomov , Michael McGuigan

As the size of images and data products derived from astronomical data continues to increase, new tools are needed to visualize and interact with that data in a meaningful way. Motivated by our own astronomical images taken with the Dark…

Instrumentation and Methods for Astrophysics · Physics 2015-11-19 Fred Moolekamp , Eric Mamajek

Multi-view visual reasoning is essential for intelligent systems that must understand complex environments from sparse and discrete viewpoints, yet existing research has largely focused on single-image or temporally dense video settings. In…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Fucai Ke , Zhixi Cai , Boying Li , Long Chen , Beibei Lin , Weiqing Wang , Pari Delir Haghighi , Gholamreza Haffari , Hamid Rezatofighi

Increasingly there is a need to develop astronomical visualisation and manipulations tools which allow viewers to interact with displayed data directly, in real time and across a range of platforms. In addition, increases in dynamic range…

Instrumentation and Methods for Astrophysics · Physics 2016-01-05 P. Mohan , C. Hawkins , R. Klapaukh , M. Johnston-Hollitt

We developed a Python based framework for astronomical image processing and analysis. Astronomical image loading, normalizing, stacking, and filtering processes represent visible range images from grayscale. Besides, the blending process…

Instrumentation and Methods for Astrophysics · Physics 2024-10-10 Tanmoy Bhowmik , MD Fardin Islam , Kazi Nusrat Tasneem , Rantideb Roy , Rownok Shahariar

In this paper, we present Hi-D maps, a novel method for the visualization of multi-dimensional categorical data. Our work addresses the scarcity of techniques for visualizing a large number of data-dimensions in an effective and…

Graphics · Computer Science 2025-07-11 Radi Muhammad Reza , Benjamin A Watson

The minimum spanning tree (MST), a graph constructed from a distribution of points, draws lines between pairs of points so that all points are linked in a single skeletal structure that contains no loops and has minimal total edge length.…

Instrumentation and Methods for Astrophysics · Physics 2019-10-22 Krishna Naidoo

Online sampling-supported visual analytics is increasingly important, as it allows users to explore large datasets with acceptable approximate answers at interactive rates. However, existing online spatiotemporal sampling techniques are…

In this paper we show how advanced visualization tools can help the researcher in investigating and extracting information from data. The focus is on VisIVO, a novel open source graphics application, which blends high performance…

We have entered the era of large multidimensional datasets represented by increasingly complex data structures. Current tools for scientific visualization are not optimized to efficiently and intuitively create cinematic production quality,…

Graphics · Computer Science 2024-11-01 Kalina Borkiewicz , J. P. Naiman , Haoming Lai

The Vera C. Rubin Observatory Legacy Survey of Space and Time (LSST) dataset will dramatically alter our understanding of the Universe, from the origins of the Solar System to the nature of dark matter and dark energy. Much of this research…

Instrumentation and Methods for Astrophysics · Physics 2022-08-05 Katelyn Breivik , Andrew J. Connolly , K. E. Saavik Ford , Mario Jurić , Rachel Mandelbaum , Adam A. Miller , Dara Norman , Knut Olsen , William O'Mullane , Adrian Price-Whelan , Timothy Sacco , J. L. Sokoloski , Ashley Villar , Viviana Acquaviva , Tomas Ahumada , Yusra AlSayyad , Catarina S. Alves , Igor Andreoni , Timo Anguita , Henry J. Best , Federica B. Bianco , Rosaria Bonito , Andrew Bradshaw , Colin J. Burke , Andresa Rodrigues de Campos , Matteo Cantiello , Neven Caplar , Colin Orion Chandler , James Chan , Luiz Nicolaci da Costa , Shany Danieli , James R. A. Davenport , Giulio Fabbian , Joshua Fagin , Alexander Gagliano , Christa Gall , Nicolás Garavito Camargo , Eric Gawiser , Suvi Gezari , Andreja Gomboc , Alma X. Gonzalez-Morales , Matthew J. Graham , Julia Gschwend , Leanne P. Guy , Matthew J. Holman , Henry H. Hsieh , Markus Hundertmark , Dragana Ilić , Emille E. O. Ishida , Tomislav Jurkić , Arun Kannawadi , Alekzander Kosakowski , Andjelka B. Kovačević , Jeremy Kubica , François Lanusse , Ilin Lazar , W. Garrett Levine , Xiaolong Li , Jing Lu , Gerardo Juan Manuel Luna , Ashish A. Mahabal , Alex I. Malz , Yao-Yuan Mao , Ilija Medan , Joachim Moeyens , Mladen Nikolić , Robert Nikutta , Matt O'Dowd , Charlotte Olsen , Sarah Pearson , Ilhuiyolitzin Villicana Pedraza , Mark Popinchalk , Luka C. Popović , Tyler A. Pritchard , Bruno C. Quint , Viktor Radović , Fabio Ragosta , Gabriele Riccio , Alexander H. Riley , Agata Rożek , Paula Sánchez-Sáez , Luis M. Sarro , Clare Saunders , Đorđe V. Savić , Samuel Schmidt , Adam Scott , Raphael Shirley , Hayden R. Smotherman , Steven Stetzler , Kate Storey-Fisher , Rachel A. Street , David E. Trilling , Yiannis Tsapras , Sabina Ustamujic , Sjoert van Velzen , José Antonio Vázquez-Mata , Laura Venuti , Samuel Wyatt , Weixiang Yu , Ann Zabludoff