Data Mining and Machine Learning in Astronomy

@article{Ball2009DataMA,
  title={Data Mining and Machine Learning in Astronomy},
  author={N. Ball and Robert J. Brunner Herzberg Institute of Astrophysics and Victoria and Bc and Canada. and D. O. Astronomy and U. I. Urbana-Champaign},
  journal={arXiv: Instrumentation and Methods for Astrophysics},
  year={2009}
}
We review the current state of data mining and machine learning in astronomy. 'Data Mining' can have a somewhat mixed connotation from the point of view of a researcher in this field. If used correctly, it can be a powerful approach, holding the potential to fully exploit the exponentially increasing amount of available data, promising great scientific advance. However, if misused, it can be little more than the black-box application of complex computing algorithms that may give little physical… Expand
Scientific Data Mining in Astronomy
  • K. Borne
  • Computer Science, Physics
  • Next Generation of Data Mining
  • 2008
Application of Decision Trees for Classifying Astronomical Objects
Surveying the reach and maturity of machine learning and artificial intelligence in astronomy
  • C. Fluke, C. Jacobs
  • Computer Science, Physics
  • Wiley Interdiscip. Rev. Data Min. Knowl. Discov.
  • 2020
Machine-learning in astronomy
From Supervised to Unsupervised Support Vector Machines and Applications in Astronomy
  • F. Gieseke
  • Computer Science
  • KI - Künstliche Intelligenz
  • 2013
...
1
2
3
4
5
...

References

SHOWING 1-10 OF 289 REFERENCES
Neural neZtworks in astronomy
Scientific Data Mining - A Practical Perspective
Mining Very Large Databases with Parallel Processing
The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition
Data Mining with Decision Trees - Theory and Applications
  • L. Rokach, O. Maimon
  • Computer Science
  • Series in Machine Perception and Artificial Intelligence
  • 2007
Classifying bent-double galaxies
...
1
2
3
4
5
...