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ExternalLinks

last edited 1 year ago by jeroen

External links

Links to external resources. See also RelatedLiterature.

The LExAu project brings together a couple of mature approaches to Artificial Intelligence: Computational Learning, Statistical Inference (either Bayesian or using the Minimum Description Length principle), Autonomous Learning. The links below point to sites that cover one (or a few) of these subjects. See also my Blog on machine learning.

Out of the box

LExAu is trying to think out of that box that contemporary A.I. seems to hide in.

• Steve Pavlina: how your mind really works
• My post on Steve Pavlina's forum
• Numenta: Hierarchical Temporal Memory

The Minimum Description Length principle

• MDL on the web
• David Dowe's minimum encoding length inference page
• CWI (Centre for Mathematics and Computer Science)
  • MDL Learning and Evolutionary Computing

Fundamental theory of Artificial Intelligence

• AIXI a Universal theory of Artificial Intelligence (explicitly rejects the possibility of autonomous learning)
• AGI, lists a number of "strong" AI projects
• ICML 2005 International Conference on Machine Learning
• IJCAI 05 International Joint Converence on Artificial Intelligence
• Kolmogorov Software for machine perception (C++), and tutorials on topics related to machine learning, machine perception and statistics
• Pascal Pattern Analysis, Statistical Modelling and Comupational Learning (European institution)

Data Mining and Machine Learning

• Ai Research
• Auton Lab pursues Autonomous Learning approaches to Statistical Data Mining
• Autonomous Learning Laboratory
• BNJ Bayesian Network tools in Java
• jBNC Bayesian Network Classifier Toolbox (in Java)
• KDD Laboratory for Knowledge Discovery in Databases
• UCI Machine Learning
• Weka Machine Learning Software for Data Mining in Java
• YALE General Machine Learning software in Java

Applications of supervised statistical learning

• POPFile is an email classification tool with a Naive Bayes classifier

Autonomous agents (not necessarily learning)

• ABLE is an IBM project that provides an Agent Building and Learning Environment in Java
• Robocode

Environments and Data Sets

• The Canterbury Corpus including the King James version of the Bible
• The First Web Folio Edition of Shakespeare's Works