Publications

In reverse chronological order:

Samuel Sarjant, Catherine Legg, Matt Stannett, Duncan Willcock: Crowd-Sourcing Ontology Content and Curation: The Massive Ontology Interface. The 8th International Conference on Formal Ontology in Information Systems, Conference held at Rio de Janeiro, Brazil, 22 Sep 2014 – 25 Sep 2014. Editors: Pawel Garbacz, Oliver Kutz. Formal Ontology in Information Systems. IOS Press. 267: 251-260. 2014.

Samuel Sarjant, Bernhard Pfahringer, Kurt Driessens, Tony Smith: A Direct Policy-Search Algorithm for Relational Reinforcement Learning. In Inductive Logic Programming. Editors: Zaverucha G, Santos Costa V, Paes A. 76-92. Springer Berlin Heidelberg, 2014. Slides here: ILP Presentation 2013.

Matt Stannett, Catherine Legg, Samuel Sarjant: Massive Ontology Interface. 14th Annual Conference of the New Zealand Chapter of the ACM Special Interest Group on Computer-Human Interaction (CHINZ), 2013.

Catherine Legg, Samuel Sarjant: Ontological Quality Control in Large-scale, Applied Ontology Matching. Ontology Matching workshop (OM2013) at International Semantic Web Conference (ISWC) 2013. 231-232. OM Poster.

Samuel Sarjant: A Direct Policy-Search Algorithm for Relational Reinforcement Learning. New Zealand Computer Science Research Student Conference (NZCSRSC) 2013. *Non-publishing student conference.

Samuel Sarjant: Policy Search Based Relational Reinforcement Learning using the Cross-Entropy Method. PhD Thesis, The University of Waikato, 2013.

Catherine Legg, Samuel Sarjant: Bill Gates is not a Parking Meter: Philosophical Quality Control in Automated Ontology-Building. Conference held at University of Birmingham, Birmingham UK, 02 Jul 2012 – 06 Jul 2012. Editors: Beavers AF. AISB/IACAP World Congress 2012. The International Association for Computing and Philosophy. 29-33. 2012.

Samuel Sarjant: Using the Online Cross-Entropy Method to Learn Relational Policies for Playing Different Games. New Zealand Computer Science Research Student Conference (NZCSRSC) 2012. *Non-publishing student conference.

Samuel Sarjant, Bernhard Pfahringer, Kurt Driessens, Tony Smith: Using the Online Cross-Entropy Method to Learn Relational Policies for Playing Different Games. IEEE Computational Intelligence and Games (CIG ’11) 2011, pp 182-189.

Sam Sarjant: CERRLA: Cross-Entropy Relational Reinforcement Learning Agent. New Zealand Computer Science Research Student Conference (NZCSRSC) 2011. *Non-publishing student conference.

Sam Sarjant: Cross-Entropy Relational Reinforcement Learning. New Zealand Computer Science Research Student Conference (NZCSRSC) 2010. *Non-publishing student conference.

Samuel Sarjant, Catherine Legg, Michael Robinson, Olena Medelyan: “All You Can Eat” Ontology-Building: Feeding Wikipedia to Cyc. IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) 2009, pp 341-348. (Best Student Paper)