MACHINE LEARNING TECHNIQUES - LASA

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Journals:
• Machine Learning
• IEEE Transactions on Signal processing
• IEEE Transactions on Pattern Analysis
• IEEE Transactions on Pattern Recognition
• The Journal of Machine Learning Research
• Data Mining and Knowledge Discovery
• ACM Transactions on Information Systems
• Neural Networks
• Neural Computation
• Biological Cybernetics
Conferences:
• ICML: Int. Conf. on Machine Learning
• NIPS: Neural Information Processing Conference
• COLT: Annual Conference on Learning Theory
• IJCAI: Int. Joint Conf. on Artificial Intelligence
• ICANN: Int. Conf. on Artificial Neural Networks
• ESANN: European Conf. on Artificial Neural Networks
• IJCNN: Int. Joint Conf. on Neural Networks
1.2 What is Learning?
A computer program is said to learn from experience E with respect to some class of
tasks T and performance measure P, if its performance at tasks in T, as measured by P,
improves with experience E.
Mitchell, Tom. M. 1997. Machine Learning. New York: McGraw-Hill.
Things learn when they change their behavior in a way that makes them perform better in
the future.
Witten, Ian H., and Eibe Frank. 2000. Data Mining: Practical Machine Learning
Tools and Techniques with Java Implementations. San Diego, CA: Morgan
Kaufmann.
In this class, we will approach the problem by stating that:
Learning consists of gradually finding a solution to a problem.
© A.G.Billard 2004 – Last Update March 2011