Useful links:
Sources of Information and Educational Materials
- Artificial Intelligence Topics hosted by the Association for the Advancement of
Artificial Intelligence (AAAI). Organized in the form of a wiki it is a good source
of AI related materials for both advanced and beginning readers.
http://www.aaai.org/AITopics/pmwiki/pmwiki.php - Videolectures.net hosts recorded lectures in many domains, including those of
interest to the CIML community. The lectures are mostly on very specific topics
and addressed for people with prior knowledge in these domains.
http://videolectures.net/Top/Computer_Science/Machine_Learning/
http://videolectures.net/Top/Computer_Science/Data_Mining/ - The PASCAL and PASCAL II networks are European collaboration initiatives in the CIML related fields.
http://www.pascal-network.org
Journals and Magazines
- IEEE Transactions on Neural Networks. The leading journal in artificial neural networks
http://ieee-cis.org/pubs/tnn/ - IEEE Transactions on Evolutionary Computation. The leading journal in evolutionary computation.
http://ieee-cis.org/pubs/tec/ - Machine Learning. One of the leading journals in the field of machine learning.
http://www.springer.com/computer/artificial/journal/10994 - Journal of Machine Learning Research. One of the leading journals in the field. It concerns mostly statistical
approaches to machine learning. It is an online journal with fast review process.
http://jmlr.csail.mit.edu - IEEE Intelligent Systems. One of the leading magazines in the field.
http://www.computer.org/intelligent - IEEE Computational Intelligence Magazine. A magazine published by IEEE Computational Intelligence Society.
http://ieee-cis.org/pubs/magazine/
Organizations
- Association for the Advancement of Artificial Intelligence (AAAI) (formerly the American Association for Artificial Intelligence).
The leading organization in the field of Artificial Intelligence. It organizes, co-organizes, and sponsors multiple conferences,
workshops, symposia, and other events.
http://www.aaai.org - IEEE Computational Intelligence Society (CIS).
http://ieee-cis.org/ - IEEE Computer Society.
http://www.computer.org - International Neural Network Society (INNS)
http://www.inns.org/ - Association for Computing Machinery Special Interest Group on Genetic and Evolutionary Computation (ACM SIGEVO).
The group organizes two major conferences in the area of evolutionary computation – GECCO and FOGA.
Many interesting articles can be also found in the group’s publication called Sigevolution.
http://www.sigevo.org/
Departments, Groups, and Laboratories
- Computational Intelligence Laboratory at the University of Louisville
http://www.ci.louisville.edu - Machine Learning and Inference Laboratory at George Mason University.
http://www.mli.gmu.edu/ - Carnegie Mellon University Machine Learning Department
http://www.ml.cmu.edu/ - Computational Intelligence Research Group at the University of Pretoria.
http://cirg.cs.up.ac.za/
Data
- University of California at Irvine Machine Learning Repository. The best
well-known repository of datasets used in testing machine learning methods. The
repository maintains over 170 datasets and provides results of application of
different methods for comparison.
www.ics.uci.edu/~mlearn/MLRepository.html - Digital Database for Screening Mammography (DDSM). A large and very popular database of digitized screening mammograms.
http://marathon.csee.usf.edu/Mammography/Database.html
Software
- Computational Intelligence Library.
http://cilib.sourceforge.net/