| ??? 'Science with Gaia: how will we deal with a complex billion-source catalogue and data archive?' by Anthony Brown (Leiden University,Netherlads) |
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| 'Recent Advances in cosmological Bayesian model comparison' by Roberto Trotta (University College London, UK) |
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| 'The Art of Data Science' by Matthew Graham (Center for Advanced Computing Research, California Institute of Technology, USA) |
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| 'Astronomical Surveys: from SDSS to LSST' by Robert Lupton (Princeton University, USA) |
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| 'Exoplanet demography, quasar target selection, and probabilistic redshift estimation: Hierarchical models for density estimation, classification, and regression.' by David Hogg (New York University, USA) |
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| 'Learning to disentangle Exoplanet signals from correlated noise' by Suzanne Aigrain (Oxford University, UK) |
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| Astroinformatics and data mining: how to cope with the data tsunami' by Giuseppe Longo (Federico II University, Italy) |
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| Advanced statistical techniques for the processing of astronomical data: time series, images, low number statistics for high energy photons, heteroskedastic data, non-detections |
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| Challenges in the data mining of astronomical databases: the class imbalance in training sets or how to define prior robust preprocessing for supervised/unsupervised classification robust inference with heterogeneous datasets, how to combine observations, models, priors, etc in a training/test set error propagation |
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| The challenge of petabyte size databases: scalability, parallel computing, accuracy |
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| Geometric data organization, sky indexing for efficient data retrieval, intelligent access to petabyte size databases |
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| Knowledge Discovery in astronomical archives: outlier detection, new object types, parametric inference, model fitting and model selection, etc |
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| Combining the classical domain knowledge approach with machine learning techniques |
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| Global approaches for global datasets. The Galaxy zoo and the Universe zoo |
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| The Virtual Observatories, Data Mining and Astrostatistics: software, standards, protocols |
|
| ??? 'Science with Gaia: how will we deal with a complex billion-source catalogue and data archive?' by Anthony Brown (Leiden University,Netherlads) |
|
| 'Recent Advances in cosmological Bayesian model comparison' by Roberto Trotta (University College London, UK) |
|
| 'The Art of Data Science' by Matthew Graham (Center for Advanced Computing Research, California Institute of Technology, USA) |
|
| 'Astronomical Surveys: from SDSS to LSST' by Robert Lupton (Princeton University, USA) |
|
| 'Exoplanet demography, quasar target selection, and probabilistic redshift estimation: Hierarchical models for density estimation, classification, and regression.' by David Hogg (New York University, USA) |
|
| 'Learning to disentangle Exoplanet signals from correlated noise' by Suzanne Aigrain (Oxford University, UK) |
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