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program
- Due to the large number of requests by workshop participants to
be able to attend school lectures, we have modified the workshop
program to concentrate the activities in the afternoon sessions.
- The final program can be downloaded as a PDF
file here.
Monday, May 30th
9:00-10:00
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School Lecture A1:
Model specification and likelihood formulation (D. Hogg)
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10:00-11:00
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School Lecture A2:
Model complexity and choice (D. Hogg)
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11:00-11:30
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Coffee break
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11:30-12:30
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School Lecture B1:
Time-domain analysis (S. Aigrain)
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12:30-13:30
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School Lecture B2:
Frequency analysis (S. Aigrain)
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13:30-15:00
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Lunch
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15:00-15:45
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Keynote talk:
Science with Gaia: how will we deal with a complex billion-source catalogue and data archive?
Anthony Brown (Leiden University, Netherlads)
Presentation
Manuscript
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15:45-16:10
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Efficient calculation of covariances for astrometric data in the Gaia Catalogue (B. Holl)
Presentation
Manuscript
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16:10-16:35
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The Generalized Stellar Parametrizer with Gaia Photometry Data (C. Liu)
Presentation
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16:35-15:45
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Efficient use of simultaneous multi-band observations for variable star analysis (M. Suveges)
Presentation
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16:45-16:55
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Bayesian parameter estimation for unresolved Gaia binaries (P. Tsalmantza)
Presentation
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17:00-17:30
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Coffee Break
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17:30-18:30
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Keynote talk:
Statistical methods in High Energy Physics
and their implementation for Higgs Search and Dark Matter Search
Eilam Gross (Weizmann Institute, Israel)
Presentation
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18:30-18:55
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The Discrete Source Classifier in Gaia-Apsis (K. Smith)
Presentation
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18:55-19.05
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Distributed Genetic Algorithm for Region of Interest
selection in Gaia RVS spectra. Application to ANN parametrization
(D. Fustes)
Presentation
Manuscript
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19:05-20:00
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Introductory python course
Presentation
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Tuesday, May 31st
9:00-10:00
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School Lecture B3:
Ensembles of time series (S. Aigrain)
Presentation
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10:00-11:00
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School Lecture B4:
Hands-on session (S. Aigrain)
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11:00-11:30
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Coffee break
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11:30-12:30
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School Lecture A3: (pair-coding) Model selection workshop (D. Hogg)
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12:30-13:30
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School Lecture A4: (pair-coding) workshop continued (D. Hogg)
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13:30-15:00
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Lunch
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15:00-15:45
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Keynote talk:
Recent Advances in cosmological Bayesian model comparison
Roberto Trotta (Imperial College London, UK)
Presentation
Manuscript
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15:45-16:10
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Bayesian reconstruction of the cosmological large scale structure (F. Kitaura)
Presentation
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16:10-16:35
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Statistical analysis of caustic crossing in multiply imaged quasars (T. Mediavilla)
Presentation
Manuscript
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16:35-16:45
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The distribution of galaxies in spectral space (Y. Ascasíbar)
Presentation
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16:45-17:15
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Coffee Break
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17:15-18:00
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Keynote talk:
The Art of Data Science
Matthew Graham (Center for Advanced Computing Research, California Institute of Technology, USA)
Presentation
Manuscript
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18:00-18:25
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Automated data analysis and data mining in large spectroscopic sky surveys (N. Christlieb)
Presentation
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18:25-19:15
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Discussion forum: The problem of model specification, comparison and selection in Astronomy.
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Wednesday, June 1st
9:00-10:00
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School Lecture C1: How to store a petabyte (M. Graham)
Presentation
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10:00-11:00
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School Lecture C2: How to work with a petabyte (M. Graham)
Presentation
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11:00-11:30
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Coffee break
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11:30-12:30
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School Lecture D1: what is data mining (G. Longo)
Presentation
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12:30-13:30
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School Lecture D2: feature selection and dimensionality reduction (G. Longo)
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13:30-15:00
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Lunch
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15:00-15:45
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Keynote Talk:
Astronomical Surveys: from SDSS to LSST Robert Lupton (Princeton University, USA)
Presentation
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15:45-16:10
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Overcoming Sample-Selection Bias in Variable Star Classification (J. Richards)
Presentation
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16:10-16:35
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Random forest automated supervised classification of hipparcos periodic variable stars (P. Dubath)
Presentation
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16:35-17:00
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Classification of Variable Stars with Poorly Sampled Light Curves (J. Long)
Presentation
Manuscript
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17:00-17:30
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Coffee Break
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17:30-18:15
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Keynote Talk:
Learning to disentangle Exoplanet signals from correlated noise
Suzanne Aigrain (Oxford University, UK)
Presentation
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18:15-18:40
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Handling imbalanced datasets in multistage classification (M. López)
Presentation
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18:40-19:05
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Discussion forum: systematic biases in the training of learning algorithms due to the training sets.
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19:05-19.15
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19:15-19:25
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Thursday, June 2nd
9:00-10:00
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School Lecture E1: The Sampling Theorem and Image Resampling (R. Lupton)
Presentation
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10:00-11:00
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School Lecture E2: Object Detection and Measurement as Statistical Estimation (R. Lupton)
Presentation
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11:00-11:30
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Coffee break
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11:30-12:30
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School Lecture C3: How to analyze a petabyte (M. Graham)
Presentation
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12:30-13:30
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School Lecture C4: Hands-on session (M. Graham)
Presentation
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13:30-15:00
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Lunch
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15:00-15:45
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Keynote talk:
Exoplanet demography, quasar target selection, and probabilistic redshift estimation: Hierarchical models for density estimation, classification, and regression.
David Hogg (New York University, USA)
Presentation
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15:45-16:10
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Probabilistic description of stellar ensembles (M. Cerviño)
Presentation
Manuscript
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16:10-16:35
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A new approach to the optimization of the extraction of astrometric and photometric information from multi-wavelength images in the cosmological field. (M.J. Márquez)
Presentation
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16:35-15:45
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Spectral Classification of Galaxies and its relationship
with galaxy morphology (J. Sánchez Almeida)
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16:45-16:55
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Adjustment of Experimental Data to Specific Functional Forms Using Particle Swarm Algorithm: Rotational Curves of Spiral Galaxy as Case of Study (M. Cárdenas-Montes)
Presentation
Manuscript
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17:00-17:30
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Coffee Break
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17:30-18:15
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Keynote
talk:
Astroinformatics and data mining: how to cope with the data tsunami
Giuseppe Longo (Federico II University, Italy)
Presentation
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18:15-18:35
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Utilizing Astroinformatics to maximize the science return of the next generation Virgo Cluster Survey (N. Ball)
Presentation
Manuscript
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18:35-18:55
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Data Mining of MultiDark Simulation (A. Partl)
Manuscript
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18:55-19.15
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The application of RapidMiner in the IceCube experiment (T. Ruhe)
Presentation
Manuscript
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19:15-19:30
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Data management at gaia data processing centers (P. de Teodoro)
Presentation
Manuscript
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Friday, June 3rd
9:00-10:00
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School Lecture D3: classification tasks and supervised methods (G. Longo)
Presentation
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10:00-11:00
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School Lecture D4: clustering methods (G. Longo)
Presentation
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11:00-11:30
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Coffee break
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11:30-12:30
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School Lecture E3: Hands-on session: object detection and measurement (R. Lupton)
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12:30-13:30
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School Lecture E4: Hands-on session: object detection and measurement (R. Lupton)
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