Building Robust Learning Systems by Combining Induction and Optimization

Tcheng, David K.; Lambert, Bruce L.; Lu, Stephen C. Y.; Rendell, Larry A.

Building Robust Learning Systems by Combining Induction and Optimization

David K. Tcheng, Bruce L. Lambert, Stephen C. Y. Lu, Larry A. Rendell

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Proceedings of the Eleventh International Joint Conference on Artificial Intelligence. Machine Learning. Pages 806-811.

Abstract

Each concept description language and search strategy has an inherent inductive bias, a preference for some hypotheses over others. No single inductive bias performs optimally on all problems. This paper describes a system that couples induction with optimization to carry out an efficient search of large regions of inductive bias space. Experimental results are reported demonstrating the system's capacity to choose optimal biases even for complex and noisy problems.

David K. Tcheng, Bruce L. Lambert, Stephen C. Y. Lu, and Larry A. Rendell. 1989. Building Robust Learning Systems by Combining Induction and Optimization. In Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, IJCAI-89. IJCAI, 806–811. https://ijcai.org/proceedings/1989/129

@inproceedings{ijcai1989p129,
  title     = {Building Robust Learning Systems by Combining Induction and Optimization},
  author    = {Tcheng, David K. and Lambert, Bruce L. and Lu, Stephen C. Y. and Rendell, Larry A.},
  booktitle = {Proceedings of the Eleventh International Joint Conference on
               Artificial Intelligence, {IJCAI-89}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {N. S. Sridharan},
  pages     = {806--811},
  year      = {1989},
  month     = {8},
  note      = {Machine Learning},
  url       = {https://ijcai.org/proceedings/1989/129},
}

TY  - CPAPER
TI  - Building Robust Learning Systems by Combining Induction and Optimization
AU  - Tcheng, David K.
AU  - Lambert, Bruce L.
AU  - Lu, Stephen C. Y.
AU  - Rendell, Larry A.
T2  - Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, IJCAI-89
PB  - International Joint Conferences on Artificial Intelligence
PY  - 1989
SP  - 806
EP  - 811
UR  - https://ijcai.org/proceedings/1989/129
ER  -