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Astroinformatics (IAU S325) [Kõva köide]

Edited by (Pennsylvania State University), Edited by , Edited by (California Institute of Technology), Edited by , Edited by
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Astronomy has become data-driven in ways that are quantitatively and qualitatively different from the past. At this pivotal time, this volume brings together astronomers involved in surveys and large simulation projects, computer scientists, data scientists, and companies, to fruitfully exchange ideas, methods, software, and technical capabilities.

Astronomy has become data-driven in ways that are both quantitatively and qualitatively different from the past: data structures are not simple; procedures to gain astrophysical insights are not obvious; and the informational content of the data sets is so high that archival research and data mining are not merely convenient, but obligatory, as researchers who obtain the data can only extract a small fraction of the science enabled by it. IAU Symposium 325 took place at a crucial stage in the development of the field, when many efforts have carried significant achievements, but the widespread groups have just begun to effectively communicate across specialties, to gather and assimilate their achievements, and to consult cross-disciplinary experts. Bringing together astronomers involved in surveys and large simulation projects, computer scientists, data scientists, and companies, this volume showcases their fruitful exchange of ideas, methods, software, and technical capabilities.

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IAU S325 explores the way that astronomy is changing, or has changed, to become an ever more data-driven, computational science.
Preface xi
Address by the Local Organizing Committee xii
Address by the Scientific Organizing Committee xiii
The Organizing Committee xiv
Conference Photograph xv
Participants xvi
Astroinformatics Projects
The changing landscape of astrostatistics and astroinformatics
3(7)
E. D. Feigelson
Supercomputer simulations of structure formation in the Universe
10(7)
T. Ishiyama
From Sky to Earth: Data Science Methodology Transfer
17(10)
A. A. Mahabal
D. Crichton
S. G. Djoryovski
E. Law
J. S. Hughes
What will the future of cloud-based astronomical data processing look like?
27(5)
A. W. Green
E. Mannering
L. Harischandra
M. Vuong
S. O'Toole
K. Sealey
A. M. Hopkins
Multi-wavelength studies of the statistical properties of active galaxies using Big Data
32(7)
A. M. Mickaelian
H. V. Abrahamyan
M. V. Gyulzadyan
G. A. Mikayelyan
G. M. Paronyan
Learn from every mistake! Hierarchical information combination in astronomy
39(7)
M. Suveges
S. Fotopoulou
J. Coupon
S. Paltani
L. Eyer
L. Rimoldini
Exploring the Parameter Space of Compact Binary Population Synthesis
46(5)
J. W. Barrett
I. Mandel
C. J. Neijssel
S. Stevenson
A. Vigna-Gomez
Effects of mergers on non-parametric morphologies
51(4)
L. A. Bignone
P. B. Tissera
E. Sillero
S. E. Pedrosa
L. J. Pellizza
D. G. Lambas
ACS/WFC Pixel History, Bringing the Pixels Back to Science
55(4)
D. Borncamp
N. Grogin
M. Bourque
S. Ogaz
Investigation of Spatially Unresolved Magnetic Field Outside Sunspots Using Hinode/SOT Observations
59(4)
P. Botygina
M. Gordovskyy
V. Lozitsky
An Effective Method for Modeling Two-dimensional Sky Background of LAMOST
63(4)
H. Haerken
F. Duan
J. Zhang
P. Guo
Application of Compressive Sensing to Gravitational Microlensing Experiments
67(6)
A. Korde-Patti
R. K. Barry
T. Mohsenin
Current and future surveys
The Euclid Data Processing Challenges
73(10)
P. Dubath
N. Apostolakos
A. Bonchi
A. Belikov
M. Brescia
S. Cavuoti
P. Capak
J. Coupon
C. Dabin
H. Dagaudenzi
S. Desai
F. Dubath
A. Fontana
S. Fotopoulou
M. Frailis
A. Galametz
J. Hoar
M. Holliman
B. Hoyle
P. Hudelot
O. Ilbert
M. Kuemmel
M. Melchior
Y. Mellier
J. Mohr
N. Morisset
S. Paltani
R. Pello
S. Pilo
G. Polenta
M. Poncet
R. Saglia
M. Solvate
M. Sauvage
M. Schefer
S. Serrano
M. Soldati
A. Tramacere
R. Williams
A. Zacchei
The European perspective for LSST
83(10)
E. Gangler
Everything we'd like to do with LSST data, but we don't know (yet) how
93(10)
Z. Ivezic
A. J. Connolly
M. Juric
Astroinformatics Challenges from Next-generation Radio Continuum Surveys
103(11)
R. P. Norris
The Hubble Source Catalog
114(4)
S. H. Lubow
Pan-STARRS1 as pilot-survey for panoptic time-domain science
118(4)
N. Hernitschek
H.-W. Rix
B. Sesar
E. F. Schlafly
AlertSim - Serbian Contribution to the LSST
122(7)
D. Jevremovic
V. Vujcic
V. A. Sreckovic
J. Aleksic
S. Erkapic
N. Milovanovic
Data Mining and Machine Learning
Prototype-based Models for the Supervised Learning of Classification Schemes
129(10)
M. Biehl
B. Hammer
T. Villmann
Classification of galaxy type from images using Microsoft R Server
139(6)
A. de Vries
Hierarchical Matching and Regression with Application to Photometric Redshift Estimation
145(11)
F. Murtagh
Dealing with Uncertain Multimodal Photometric Redshift Estimations
156(10)
K. L. Polsterer
Cooperative photometric redshift estimation
166(7)
S. Cavuoti
C. Tortora
M. Brescia
G. Longo
M. Radovich
N. R. Napolitano
V. Amaro
C. Vellucci
The analysis of VERITAS muon images using convolutional neural networks
173(7)
Q. Feng
T. T. Y. Lin
Identification of Interesting Objects in Large Spectral Surveys Using Highly Parallelized Machine Learning
180(6)
P. Skoda
A. Pulicka
J. Koza
K. Shakurova
Automatic Source Classification in Digitised First Byurakan Survey
186(5)
M. Topinka
A. Mickaelian
R. Nesci
C. Rossi
Deep learning for studies of galaxy morphology
191(6)
D. Tuccillo
M. Huertas-Company
E. Decenciere
S. Velasco-Forero
METAPHOR: Probability density estimation for machine learning based photometric redshifts
197(4)
V. Amaro
S. Cavuoti
M. Brescia
C. Vellucci
C. Tortora
G. Longo
A Comparison of Classifiers for Solar Energetic Events
201(4)
G. Barnes
N. Schanche
K. D. Leka
A. Aggarwal
K. Reeves
Morphology and Interaction of Galaxies using Deep Learning
205(4)
F. Caro
M. Huertas-Company
G. Cabrera
Uncertain Photometric, Redshifts with Deep Learning Methods
209(4)
A. D'Isanto
Determining the parameters of high amplification microlensing events by means of statistical machine learning techniques
213(4)
E. Fedorova
Galaxy Classifications with Deep Learning
217(4)
V. Lukic
M. Bruggen
An Automated Galaxy Spectra Recognition Method Basing on Spectral Lines Information
221(4)
J. Zhang
X. Chen
Y. Wu
X. Li
ELM-KNN for photometric redshift estimation of quasars
225(6)
Y. Zhang
Y. Tu
Y. Zhao
H. Tian
Time Domain & Cosmology
Detection of quasars in the time domain
231(11)
M. J. Graham
S. G. Djorgovski
D. J. Stem
A. Drake
A. Mahabal
Transient events in LSST survey data
242(5)
J. Aleksic
V. Vujcic
D. Jevremovic
Exploring the spectroscopic diversity of type la supernovae with Deep Learning and Unsupervised Clustering
247(6)
E. E. O. Ishida
M. Sasdelli
R. Vilalta
M. Aguena
V. C. Busti
H. Camacho
A. M. M. Trindade
F. Gieseke
R. S. de Souza
Y. T. Fantaye
P. A. Mazzali
Challenges in Timeseries Analysis from Microlensing
253(6)
R. A. Street
An autoregressive model for irregular time series of variable star's
259(4)
S. Eyheramendy
F. Elorrieta
W. Palma
On the relationship between long-period comets and large trans-Neptunian planetary bodies
263(3)
R. Guliyev
A. Guliyev
Optical light curves of FUor and FUor-like objects
266(4)
E. Semkov
S. Peneva
S. Ibryamov
The search of radio transients in the RATAN-600 radio telescope surveys
270(4)
O. P. Zheknkova
E. K. Majorova
Starspot migration in close binaries: A fast parameters evaluation from large sky surveys
274(7)
B. Debate
S. Zola
Data Visualization
Deep data: discovery and visualization Application to hyperspectral ALMA imagery
281(10)
E. Merenyi
J. Taylor
A. India
Integrated data access, visualization and analysis for Galactic Plane surveys: the VIALACTEA case
291(8)
S. Molinari
R. Butora
S. Cavuoti
M. Molinaro
G. Riccio
E. Sciacca
F. Vitellu
U. Becciani
M. Brescia
A. Costa
R. Smareglia
Interactive (statistical) visualisation and exploration of a billion objects with vaex
299(6)
M. A. Breddels
3-D interactive visualisation tools for HI spectral line imaging
305(6)
J. M. van der Hulst
D. Punzo
J. B. T. M. Roerdink
Collaborative visual analytics of radio surveys in the Big Data era
311(5)
D. Void
C. J. Fluke
A. H. Hassan
D. G. Barnes
V. A. Kilborn
Data mining and visualization from planetary missions: the VESPA-Europlanet 2020 activity
316(4)
A. Lonyobardo
M. T. Capria
A. Zinzi
S. Ivanovski
M. Giardino
G. Di Persio
S. Fonte
E. Palomba
L. A. Antonelli
S. Fonte
P. Giommi
Team 2020 A team spectral inspection platform based on ASERA
320(7)
H. Yuan
Y. Zhang
Y. Wu
Y. Lei
Y. Dong
Z. Bai
G. Li
H. Zhang
Y. Zhao
Astroinformatics Tools
C3: A Command-line Catalogue Cross-matching tool for modern astrophysical survey data
327(6)
G. Riccio
M. Brescia
S. Cavuoti
A. Mercurio
A. M. Di Giorgio
S. Molinari
Target and (Astro-)WISE technologies Data federations and its applications
333(8)
E. A. Valentijn
K. Begeman
A. Belikov
D. R. Boxhoorn
J. Brinchmann
J. McFarland
H. Hollies
K. H. Kuijken
G. V. Kleijn
W.-J. Vriend
O. R. Williams
J. B. T. M. Roerdink
L. R. B. Schornaker
M. A. Swertz
A. Tsyganov
G. J. W. van Dijk
What can the programming language Rust do for astrophysics?
341(4)
S. Blanco-Cuaresma
E. Bolmont
Astrophysics and Big Data: Challenges, Methods, and Tools
345(4)
M. Garofalo
A. Botta
G. Ventre
CoLiTec software - detection of the near-zero apparent motion
349(4)
S. V. Khlamov
V. E. Savanevych
O. B. Briukhovetskyi
A. V. Pohorelov
Design and Implement of Astronomical Cloud Computing Environment In China-VO
353(4)
C. Li
C. Cui
Linying Mi
B. He
D. Fan
S. Li
S. Yang
Y. Xu
J. Han
J. Chen
H. Zhang
C. Yu
J. Xiao
C. Wang
Z. Cao
Y. Fan
L. Liu
X. Chen
W. Song
K. Du
PERICLES: a knowledge management programme applied to solar data from International Space Station-Columbus
357(4)
C. Mullen
UkrVO Astroinformatics Software and Web-services
361(8)
I. B. Vavilova
Ya. S. Yatskiv
L. K. Pakuliak
I. L. Andronov
V. M. Andruk
Yu. I. Protsyuk
V. E. Savanevych
D. O. Savchenko
V. S. Savchenko
Archives in Astronomy
The Hubble Catalog of Variables
369(4)
P. Gavras
A. Z. Bonanos
I. Bellas-Velidis
V. Charmandaris
I. Georgantopoulos
D. Hatzidimitriou
G. Kakaletris
A. Karampelas
N. Laskaris
D. J. Lennon
M. I. Moretti
E. Pouliasis
K. Sokolovsky
Z. T. Spetsieri
K. Tsinganos
B. C. Whitmore
M. Yang
The WFIRST Science Archive and Analysis Center
373(6)
S. R. Heap
A. S. Szalay
Evolution of the NASA/IPAC Extragalactic Database (NED) into a Data Mining-Discovery Engine
379(6)
J. M. Mazzarella
Data Management in the Euclid Science Archive System
385(4)
P. de Teodoro
S. Nieto
B. Altieri
Meteor Databases in Astronomy
389(4)
S. V. Kolomiyets
Mol-D a Database and a Web Service within the Serbian Virtual Observatory and the Virtual Atomic and Molecular Data Centre
393(4)
V. A. Sreckovic
D. Jevremovic
V. Vujcic
L. M. Ignjatovic
N. Milovanovic
S. Erkapic
M. S. Dimitrijevic
The HST/WFC3 Quicklook Project: A User Interface to Hubble Space Telescope Wide Field Camera 3 Data
397(4)
M. Bourque
V. Bajaj
A. Bowers
M. Dulude
M. Durbin
G. Gosmeyer
H. Gunning
H. Khandrika
C. Marilin
B. Sunnquist
A. Viana
Author Index 401