{"type":"ScholarlyArticle","title":"Transfer Learning in Spatial Reasoning Puzzles","authors":[{"name":"Baylor Wetzel","slug":"baylor-wetzel","given":"Baylor","family":"Wetzel","affiliation":"Department of Computer Science and Engineering , University of Minnesota"}],"abstract":"Previous work on transfer learning focused on adapting solutions in a base domain to problems with similiar features or structure in a new domain. Different techniques are required for domains where problems are qualitatively dissimilar in both features and structures. In this work, we examine how transfer learning might be accomplished in the domain of \"tower defense\" spatial reasoning puzzles. Using a combination of human studies and generative computer models, we show that transfer is possible in this domain by using a set of strategies, possibly in a novel combination, inferred from multiple base problems.","doi":"10.5591/978-1-57735-516-8/IJCAI11-504","url":"https://ijcai.org/proceedings/2011/504","pdf":"https://ijcai.org/proceedings/2011/0504.pdf","markdown":"https://ijcai.org/proceedings/2011/504.md","bibtex":"https://ijcai.org/proceedings/2011/bibtex/504","volume":{"slug":"2011","title":"Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2011","url":"https://ijcai.org/proceedings/2011/","year":2011,"location":"Barcelona, Catalonia, Spain","dates":"16–22 July 2011","editors":"Toby Walsh","isbn":"978-1-57735-512-0; 978-1-57735-513-7; 978-1-57735-514-4; 978-1-57735-515-1; 978-1-57735-516-8","publisher":"AAAI Press/International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":null,"track":"","number":504,"pages":{"first":2864,"last":2864},"keywords":[],"videos":[],"references":[{"position":1,"raw":"[DARPA, 2005] DARPA. Transfer learning proposer infor- mation pamphlet for broad agency announcement 05-29, 2005.","title":"DARPA. Transfer learning proposer information pamphlet for broad agency announcement","authors":null,"year":"2005","venue":null,"doi":null,"url":null,"internal_url":null},{"position":2,"raw":"[Taylor and Stone, 2009] Matthew E. Taylor and Peter Stone. Transfer learning for reinforcement learning do- mains: A survey. Journal of Machine Learning Research, 10(1):1633-1685, 2009.","title":"Transfer learning for reinforcement learning domains: A survey","authors":"Matthew E Taylor, Peter Stone","year":"2009","venue":"Journal of Machine Learning Research","doi":null,"url":null,"internal_url":null},{"position":3,"raw":"[Watson, 1997] Ian Watson. Applying Case-Based Reason- ing: Techniques for Enterprise Systems. Morgan Kauf- man, 1997.","title":"Applying Case-Based Reasoning: Techniques for Enterprise Systems","authors":"Ian Watson","year":"1997","venue":null,"doi":null,"url":null,"internal_url":null}],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}