552 citations · 1.1k across the 22 of their papers we have counts for
9 papers · 1 filter
Leaving Goals on the Pitch: Evaluating Decision Making in Soccer
Maaike Van Roy, Pieter Robberechts, Wen-Chi Yang +2
Analysis of the popular expected goals (xG) metric in soccer has determined that a (slightly) smaller number of high-quality attempts will likely yield more goals than a slew of lo…
PAC-Reasoning in Relational Domains
Ondrej Kuzelka, Yuyi Wang, Jesse Davis +1
We consider the problem of predicting plausible missing facts in relational data, given a set of imperfect logical rules. In particular, our aim is to provide bounds on the (expect…
Relational Marginal Problems: Theory and Estimation
Ondrej Kuzelka, Yuyi Wang, Jesse Davis +1
In the propositional setting, the marginal problem is to find a (maximum-entropy) distribution that has some given marginals. We study this problem in a relational setting and make…
Induction of Interpretable Possibilistic Logic Theories from Relational Data
Ondrej Kuzelka, Jesse Davis, Steven Schockaert
The field of Statistical Relational Learning (SRL) is concerned with learning probabilistic models from relational data. Learned SRL models are typically represented using some kin…
Stratified Knowledge Bases as Interpretable Probabilistic Models (Extended Abstract)
Ondrej Kuzelka, Jesse Davis, Steven Schockaert
In this paper, we advocate the use of stratified logical theories for representing probabilistic models. We argue that such encodings can be more interpretable than those obtained…
Learning Possibilistic Logic Theories from Default Rules
Ondrej Kuzelka, Jesse Davis, Steven Schockaert
We introduce a setting for learning possibilistic logic theories from defaults of the form "if alpha then typically beta". We first analyse this problem from the point of view of m…