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  • Bayesian networks  (1)
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    Electronic Resource
    Electronic Resource
    The Sample Complexity of Learning Fixed-Structure Bayesian Networks (1997)
    Springer
    Machine learning 29 (1997), S. 165-180 
    Details
    ISSN: 0885-6125
    Keywords: Bayesian networks ; PAC learning ; sample complexity
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science
    Notes: Abstract We consider the problem of PAC learning probabilistic networks in the case where the structure of the net is specified beforehand. We allow the conditional probabilities to be represented in any manner (as tables or specialized functions) and obtain sample complexity bounds for learning nets with and without hidden nodes.
    Type of Medium: Electronic Resource
    URL: http://dx.doi.org/10.1023/A:1007417612269
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