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Workshop on Solar & Stellar Astronomy BIg Data

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Views: 673                 

When :  2017-12-11

Where :  Boston, MA

Submission Deadline :  2017-10-10

Categories :   Information Technology Management ,  Cloud Computing      

Untitled Document

Workshop on Solar & Stellar Astronomy BIg Data(SABID 2017)

Call for Papers:

Organizers of the 4th SABID workshop solicit high-quality original research papers in the closely related areas of solar and stellar astronomy big data. Innovative data mining techniques in these fields are poised to address open research questions ranging from solar weather predictability to our place in the Universe.

The topics include but are not limited to the following:

Managing Solar & Stellar Astronomy Big Data

  • New Models and Scientific Standards for Storage, Distribution, Processing and Retrieval of Astronomy Data
  • Evaluation of Information Quality of Data coming from Telescopes and Derived Data Products (Meta-Data
  • System Architectures, Design and Deployment of Solar and Stellar Astronomy Data Archives and Portals, as
    well as Retrieval, Visualization and Online Analytical Services
  • Big Data Management and Stream Data Processing in Cloud and Distributed Environments
  • Integration of Heterogeneous Information from Multiple Data Repositories
  • Information Retrieval Architectures, their Scalability, Real-life Usefulness and Benefits to Science

Solar & Stellar Data Science, Mining and Astrostatistics

  • New Computational Models for Search, Retrieval, and Analysis of Solar & Stellar Astronomy Data
  • Scalable Algorithms and Systems for Pattern Recognition (e.g., Computer Vision) and Machine Learning
  • Novel Visualization and Interaction Tools for Big Data Science (e.g., for Hyperspectral Image, Spatial and Time
    Series Data Analyses)
  • Computational Astrostatistics (e.g., irregularly sampled data, survival analysis, nonlinear regression)
  • Cloud-, Distributed-, and Stream-Data Mining for High Velocity Astronomy Data
  • Novel Data Mining Models, including new algorithms available through Hadoop, MapReduce, No-SQL, etc.

Applications Related to Space Weather Predictions and Impacts

  • Complex Space Weather Applications in Science, Engineering, Education, Navigation, Telecommunication
    and Power Grids for Government, Public and Private Sectors
  • New Real-life Big Data-Driven Case Studies and Their Implications for Decision Making
  • Solar and Stellar Astronomy Data and Knowledge Distribution in the Social Networks

Enhancing the Solar-Stellar Connection with Big Data

  • Surveys of Millions of Suns – Is the Sun a Typical Sun-like Star?
  • Helioseismology and Asteroseismology
  • Identifying Transient or Periodic Events from Data (e.g. Flares, Exoplanets and Supernovae)
  • Solar and Stellar Dynamo Modeling

Paper Submission

Please submit a full-length paper (up to 10 page IEEE 2-column format) through the online submission system (for more info see SABID 2017 website). After being carefully reviewed by at least 3 PC members, all papers accepted for our workshop will be included in the IEEE Int. Conf. Big Data Workshops 2017 Proceedings published by the IEEE Computer Society Press (also included in the IEEE Digital Library), and made available at the conference. Selected papers (after their significant expansion and another round of independent reviews) will be invited to a special journal issue. Best papers from SABID‘14 were published in “Astronomy and Computing” and best works from SABID’16 are currently in press of “Astrophysical Journal Supplement”.

IMPORTANT DATES:

  • Due date for workshop papers submission: October 10, 2017
  • Notification of paper acceptance to authors : November 1, 2017
  • Camera-ready of accepted papers:November 15, 2017

User Name : srav
Posted 05-09-2017 on 12:17:31 AEDT


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