TY - GEN
T1 - Design and evaluation of an environment to automate the construction of inductive applications
AU - Suyama, Akihiro
AU - Negishi, Naoya
AU - Yamaguchi, Takahira
PY - 1999
Y1 - 1999
N2 - Here is presented CAMLET that is a platform for automatic composition of inductive applications using ontologies that specify inductive learning methods. CAMLET constructs inductive applications using process and object ontologies. After instantiating, compiling and executing the basic design specification, CAMLET refines the specification based on the following refinement strategies: crossover of control structures, random generation and process replacement by heuristic. Using fourteen different data sets form the UCI repository of ML databases and and the database on meningoencephalitis with human expert’s evaluation, experimental results have shown us that CAMLET supports a user in constructing inductive applications with better competence.
AB - Here is presented CAMLET that is a platform for automatic composition of inductive applications using ontologies that specify inductive learning methods. CAMLET constructs inductive applications using process and object ontologies. After instantiating, compiling and executing the basic design specification, CAMLET refines the specification based on the following refinement strategies: crossover of control structures, random generation and process replacement by heuristic. Using fourteen different data sets form the UCI repository of ML databases and and the database on meningoencephalitis with human expert’s evaluation, experimental results have shown us that CAMLET supports a user in constructing inductive applications with better competence.
UR - http://www.scopus.com/inward/record.url?scp=84957803329&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84957803329&partnerID=8YFLogxK
U2 - 10.1007/3-540-46846-3_10
DO - 10.1007/3-540-46846-3_10
M3 - Conference contribution
AN - SCOPUS:84957803329
SN - 354066713X
SN - 9783540667131
VL - 1721
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 103
EP - 114
BT - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
PB - Springer Verlag
T2 - 2nd International Conference on Discovery Science, DS 1999
Y2 - 6 December 1999 through 8 December 1999
ER -