Probabilistic Cognition for Technical Systems: Statistical Relational Models for High-Level Knowledge Representation, Learning and Reasoning

@inproceedings{Jain2012ProbabilisticCF,
  title={Probabilistic Cognition for Technical Systems: Statistical Relational Models for High-Level Knowledge Representation, Learning and Reasoning},
  author={Dominik Jain},
  year={2012}
}
For the realisation of cognitive capabilities in technical systems such as autonomous robots, the integration of many distinct cognitive resources that support learning and reasoning mechanisms can help to overcome the many challenges posed by the real world. Since many real-world problems involve uncertainty, this work explores the potential of statistical relational models as a resource for probabilistic high-level learning and reasoning. Statistical relational models combine the principles… CONTINUE READING
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