Preface |
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xi | |
Address by the Local Organizing Committee |
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xii | |
Address by the Scientific Organizing Committee |
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xiii | |
The Organizing Committee |
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xiv | |
Conference Photograph |
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xv | |
Participants |
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xvi | |
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Astroinformatics Projects |
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The changing landscape of astrostatistics and astroinformatics |
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3 | (7) |
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Supercomputer simulations of structure formation in the Universe |
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10 | (7) |
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From Sky to Earth: Data Science Methodology Transfer |
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17 | (10) |
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What will the future of cloud-based astronomical data processing look like? |
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27 | (5) |
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Multi-wavelength studies of the statistical properties of active galaxies using Big Data |
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32 | (7) |
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Learn from every mistake! Hierarchical information combination in astronomy |
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39 | (7) |
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Exploring the Parameter Space of Compact Binary Population Synthesis |
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46 | (5) |
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Effects of mergers on non-parametric morphologies |
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51 | (4) |
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ACS/WFC Pixel History, Bringing the Pixels Back to Science |
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55 | (4) |
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Investigation of Spatially Unresolved Magnetic Field Outside Sunspots Using Hinode/SOT Observations |
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59 | (4) |
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An Effective Method for Modeling Two-dimensional Sky Background of LAMOST |
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63 | (4) |
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Application of Compressive Sensing to Gravitational Microlensing Experiments |
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67 | (6) |
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Current and future surveys |
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The Euclid Data Processing Challenges |
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73 | (10) |
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The European perspective for LSST |
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83 | (10) |
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Everything we'd like to do with LSST data, but we don't know (yet) how |
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93 | (10) |
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Astroinformatics Challenges from Next-generation Radio Continuum Surveys |
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103 | (11) |
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The Hubble Source Catalog |
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114 | (4) |
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Pan-STARRS1 as pilot-survey for panoptic time-domain science |
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118 | (4) |
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AlertSim - Serbian Contribution to the LSST |
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122 | (7) |
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Data Mining and Machine Learning |
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Prototype-based Models for the Supervised Learning of Classification Schemes |
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129 | (10) |
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Classification of galaxy type from images using Microsoft R Server |
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139 | (6) |
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Hierarchical Matching and Regression with Application to Photometric Redshift Estimation |
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145 | (11) |
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Dealing with Uncertain Multimodal Photometric Redshift Estimations |
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156 | (10) |
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Cooperative photometric redshift estimation |
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166 | (7) |
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The analysis of VERITAS muon images using convolutional neural networks |
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173 | (7) |
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Identification of Interesting Objects in Large Spectral Surveys Using Highly Parallelized Machine Learning |
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180 | (6) |
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Automatic Source Classification in Digitised First Byurakan Survey |
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186 | (5) |
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Deep learning for studies of galaxy morphology |
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191 | (6) |
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METAPHOR: Probability density estimation for machine learning based photometric redshifts |
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197 | (4) |
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A Comparison of Classifiers for Solar Energetic Events |
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201 | (4) |
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Morphology and Interaction of Galaxies using Deep Learning |
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205 | (4) |
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Uncertain Photometric, Redshifts with Deep Learning Methods |
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209 | (4) |
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Determining the parameters of high amplification microlensing events by means of statistical machine learning techniques |
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213 | (4) |
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Galaxy Classifications with Deep Learning |
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217 | (4) |
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An Automated Galaxy Spectra Recognition Method Basing on Spectral Lines Information |
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221 | (4) |
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ELM-KNN for photometric redshift estimation of quasars |
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225 | (6) |
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Detection of quasars in the time domain |
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231 | (11) |
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Transient events in LSST survey data |
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242 | (5) |
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Exploring the spectroscopic diversity of type la supernovae with Deep Learning and Unsupervised Clustering |
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247 | (6) |
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Challenges in Timeseries Analysis from Microlensing |
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253 | (6) |
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An autoregressive model for irregular time series of variable star's |
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259 | (4) |
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On the relationship between long-period comets and large trans-Neptunian planetary bodies |
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263 | (3) |
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Optical light curves of FUor and FUor-like objects |
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266 | (4) |
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The search of radio transients in the RATAN-600 radio telescope surveys |
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270 | (4) |
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Starspot migration in close binaries: A fast parameters evaluation from large sky surveys |
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274 | (7) |
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Deep data: discovery and visualization Application to hyperspectral ALMA imagery |
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281 | (10) |
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Integrated data access, visualization and analysis for Galactic Plane surveys: the VIALACTEA case |
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291 | (8) |
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Interactive (statistical) visualisation and exploration of a billion objects with vaex |
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299 | (6) |
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3-D interactive visualisation tools for HI spectral line imaging |
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305 | (6) |
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Collaborative visual analytics of radio surveys in the Big Data era |
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311 | (5) |
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Data mining and visualization from planetary missions: the VESPA-Europlanet 2020 activity |
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316 | (4) |
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Team 2020 A team spectral inspection platform based on ASERA |
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320 | (7) |
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C3: A Command-line Catalogue Cross-matching tool for modern astrophysical survey data |
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327 | (6) |
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Target and (Astro-)WISE technologies Data federations and its applications |
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333 | (8) |
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What can the programming language Rust do for astrophysics? |
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341 | (4) |
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Astrophysics and Big Data: Challenges, Methods, and Tools |
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345 | (4) |
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CoLiTec software - detection of the near-zero apparent motion |
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349 | (4) |
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Design and Implement of Astronomical Cloud Computing Environment In China-VO |
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353 | (4) |
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PERICLES: a knowledge management programme applied to solar data from International Space Station-Columbus |
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357 | (4) |
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UkrVO Astroinformatics Software and Web-services |
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361 | (8) |
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The Hubble Catalog of Variables |
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369 | (4) |
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The WFIRST Science Archive and Analysis Center |
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373 | (6) |
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Evolution of the NASA/IPAC Extragalactic Database (NED) into a Data Mining-Discovery Engine |
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379 | (6) |
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Data Management in the Euclid Science Archive System |
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385 | (4) |
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Meteor Databases in Astronomy |
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389 | (4) |
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Mol-D a Database and a Web Service within the Serbian Virtual Observatory and the Virtual Atomic and Molecular Data Centre |
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393 | (4) |
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The HST/WFC3 Quicklook Project: A User Interface to Hubble Space Telescope Wide Field Camera 3 Data |
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397 | (4) |
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Author Index |
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401 | |