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A Tutorial on Logic-Based Approaches to SRL
Published on Sep 18, 20094615 Views
The relations in Statistical Relational Learning are often expressed using first-order logic, leading to formalisms which combine both logical and probabilistic representations. In this talk I intend
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Computing probabilities by abduction - 444:49
Computing probabilities by abduction - 544:50
Computing probabilities by abduction - 644:51
What’s the data?45:37
Bayesian network learning for pedigrees46:29
Some genetics49:35
The problem50:45
Defining a joint probability distribution51:59
Pedigree and auxiliary variables53:12
Ordered genotype variables54:07
Unordered genotype variables54:54
An example possible world55:10
Penalty for heterozygosity55:27
Encoding population frequencies56:03
Priors on pedigrees56:30
Incorporating evidence57:03
An simple example57:27
A result57:48
Another result58:33
Not there yet!59:17