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pro vyhledávání: '"Korb, Kevin B"'
The two most commonly used criteria for assessing causal model discovery with artificial data are edit-distance and Kullback-Leibler divergence, measured from the true model to the learned model. Both of these metrics maximally reward the true model.
Externí odkaz:
http://arxiv.org/abs/2111.06029
Causal discovery automates the learning of causal Bayesian networks from data and has been of active interest from their beginning. With the sourcing of large data sets off the internet, interest in scaling up to very large data sets has grown. One a
Externí odkaz:
http://arxiv.org/abs/2107.08140
Autor:
Nicholson, Ann E., Korb, Kevin B., Nyberg, Erik P., Wybrow, Michael, Zukerman, Ingrid, Mascaro, Steven, Thakur, Shreshth, Alvandi, Abraham Oshni, Riley, Jeff, Pearson, Ross, Morris, Shane, Herrmann, Matthieu, Azad, A. K. M., Bolger, Fergus, Hahn, Ulrike, Lagnado, David
In many complex, real-world situations, problem solving and decision making require effective reasoning about causation and uncertainty. However, human reasoning in these cases is prone to confusion and error. Bayesian networks (BNs) are an artificia
Externí odkaz:
http://arxiv.org/abs/2003.01207
The causal discovery of Bayesian networks is an active and important research area, and it is based upon searching the space of causal models for those which can best explain a pattern of probabilistic dependencies shown in the data. However, some of
Externí odkaz:
http://arxiv.org/abs/1607.06617
A major problem for the learning of Bayesian networks (BNs) is the exponential number of parameters needed for conditional probability tables. Recent research reduces this complexity by modeling local structure in the probability tables. We examine t
Externí odkaz:
http://arxiv.org/abs/1301.6727
Poker is ideal for testing automated reasoning under uncertainty. It introduces uncertainty both by physical randomization and by incomplete information about opponents hands.Another source OF uncertainty IS the limited information available TO const
Externí odkaz:
http://arxiv.org/abs/1301.6711
Autor:
Korb, Kevin B., Oliver, Jonathan J.
Publikováno v:
Mind, 1998 Apr 01. 107(426), 403-410.
Externí odkaz:
https://www.jstor.org/stable/2659883
Autor:
Korb, Kevin B., Wallace, Chris S.
Publikováno v:
The British Journal for the Philosophy of Science, 1997 Dec 01. 48(4), 543-553.
Externí odkaz:
https://www.jstor.org/stable/688099
Publikováno v:
In International Journal of Approximate Reasoning January 2014 55(1) Part 1:84-98