Probabilistic and Logical Inference for Network Mining
published: Oct. 20, 2009, recorded: September 2009, views: 3272
Report a problem or upload filesIf you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
In this talk I shall analyze network mining and bisociation from a logical and probabilistic inference point of view. This is inspired by the work on ProbLog for link mining [De Raedt, Kimmig, Toivonen, IJCAI 2007], which is - in turn -based on Biomine [Sevonen et al. DILS 06]. The talk shall introduce a probabilistic semantics for networks and databases and use it to clarify notions of deduction, abduction and explanations, induction, analogy, abstraction and spread of influence. All notions will be illustrated in the context of the Biomine network.
Link this pageWould you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !