- title = "Knowledge Representation Issues in Control Knowledge Learning",
- author = "Ricardo Aler and Daniel Borrajo and Pedro Isasi",
- booktitle = "Proceedings of the Seventeenth International Conference on Machine Learning (ICML 2000)",
- year = "2000",
- editor = "Pat Langley",
- pages = "1--8",
- address = "Stanford University, Standord, CA, USA",
- month = jun # " 29 - " # jul # " 2",
- publisher = "Morgan Kaufmann",
- keywords = "genetic algorithms, genetic programming, EBL, HAMLET, EVOCK",
- ISBN = "1-55860-707-2",
- bibsource = "DBLP, http://dblp.uni-trier.de",
-
URL = "
http://scalab.uc3m.es/~dborrajo/papers/icml00.ps.gz",
-
URL = "
http://dl.acm.org/citation.cfm?id=645529.657964",
- acmid = "657964",
-
URL = "http://citeseer.ist.psu.edu/341634.html",
- citeseer-isreferencedby = "oai:CiteSeerPSU:42967",
- citeseer-references = "oai:CiteSeerPSU:104987; oai:CiteSeerPSU:15322; oai:CiteSeerPSU:554819",
- annote = "The Pennsylvania State University CiteSeer Archives",
- language = "en",
- oai = "oai:CiteSeerPSU:341634",
- rights = "unrestricted",
- size = "8 pages",
- abstract = "Knowledge representation is a key issue for any machine learning task. There have already been many comparative studies about knowledge representation with respect to machine learning in classification tasks. However, apart from some work done on reinforcement learning techniques in relation to state representation, very few studies have concentrated on the effect of knowledge representation for machine learning applied to problem solving, and more specifically, to planning. In this paper, we present an experimental comparative study of the effect of changing the input representation of planning domain knowledge on control knowledge learning. We show results in two classical domains using three different machine learning systems, that have previously shown their effectiveness on learning planning control knowledge: a pure EBL mechanism, a combination of EBL and induction (HAMLET), and a Genetic Programming based system (EVOCK).",
-
notes = "Also known as
\cite{Aler:2000:KRI:645529.657964}
http://www.informatik.uni-trier.de/~ley/db/conf/icml/icml2000.html
ICML 2000",
