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Quasar Spectra Astroinformatics Astronomy, Computer Science & Machine Learning
Quote ,[object Object],[object Object]
Astroinformatics? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Astroinformatics? New Scientific Knowledge
Quasars – What are they? ,[object Object],Dictionary (OED) :  a massive and extremely remote celestial object, emitting exceptionally large amounts of energy, which typically has a starlike image. It has been suggested that quasars contain massive black holes ...
Quasars – The Theory ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
First Quasar (1963) ,[object Object],[object Object],[object Object],(Credit: Open University, Peterson 1997)
Spectral Energy Distribution (SED) ,[object Object],[object Object],[object Object],[object Object],(Credit: Open University, Peterson 1997)
SDSS – Sloan Digital Sky Survey ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
SDSS Database ,[object Object],[object Object],[object Object]
SDSS Database History of all jobs run. The red ones failed! ,[object Object],[object Object]
Virtual Observatory (VO) ,[object Object],[object Object]
Machine Learning KMeans  Clustering  Choose any 2 starting points. Keep iterating until distance minimised. ,[object Object],[object Object],[object Object]
Project: Current Status ,[object Object],[object Object],[object Object],[object Object],[object Object]
Tools of the Trade ,[object Object],[object Object],[object Object]
Tools of the Trade ,[object Object],[object Object],[object Object],[object Object],[object Object]
Tools of the Trade ,[object Object],[object Object]
Project: The Future ,[object Object],[object Object],[object Object],[object Object]
Astroinformatics: The Future ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Astroinformatics: The Future ? Experimental  Science – Thousands of years ago Theoretical  Science – Newton, Maxwell, Einstein Computational  Science – Simulations, complexity Data Science  – 4th Paradigm, Data Deluge (Tony Hey, Microsoft Research)
Astroinformatics: The Future ,[object Object]

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