no code implementations • 16 Jun 2022 • Siwen Yan, Sriraam Natarajan, Saket Joshi, Roni Khardon, Prasad Tadepalli
Ensemble models (bagging and gradient-boosting) of relational decision trees have proved to be one of the most effective learning methods in the area of probabilistic logic models (PLMs).
1 code implementation • 28 Aug 2019 • Navdeep Kaur, Gautam Kunapuli, Saket Joshi, Kristian Kersting, Sriraam Natarajan
While deep networks have been enormously successful over the last decade, they rely on flat-feature vector representations, which makes them unsuitable for richly structured domains such as those arising in applications like social network analysis.
no code implementations • 16 Jan 2014 • Saket Joshi, Roni Khardon
Recent work introduced a first order variant of decision diagrams (FODD) and developed a value iteration algorithm for this representation.