73 citations · 216 across the 15 of their papers we have counts for
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cs.AI2013
Probabilities of Causation: Bounds and Identification
Jin Tian, Judea Pearl
This paper deals with the problem of estimating the probability that one event was a cause of another in a given scenario. Using structural-semantical definitions of the probabilit…
cs.AI2013★ 11 cited
A Branch-and-Bound Algorithm for MDL Learning Bayesian Networks
Jin Tian
This paper extends the work in [Suzuki, 1996] and presents an efficient depth-first branch-and-bound algorithm for learning Bayesian network structures, based on the minimum descri…
cs.AI2013★ 73 cited
Causal Discovery from Changes
Jin Tian, Judea Pearl
We propose a new method of discovering causal structures, based on the detection of local, spontaneous changes in the underlying data-generating model. We analyze the classes of st…