Search Results for author: Saket Joshi

Found 3 papers, 1 papers with code

Explainable Models via Compression of Tree Ensembles

no code implementations16 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).

Explainable Models

Neural Networks for Relational Data

1 code implementation28 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.

Probabilistic Relational Planning with First Order Decision Diagrams

no code implementations16 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.

Cannot find the paper you are looking for? You can Submit a new open access paper.