Learning One More Thing

Thrun, Sebastian; Mitchell, Tom M.

Learning One More Thing

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Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence. Learning. Pages 1217-1224.

Abstract

Most research on machine learning has focused on scenarios in which a learner faces a single, isolated learning task. The lifelong learning framework assumes that the learner encounters a multitude of related learning tasks over its lifetime, providing the opportunity for the transfer of knowledge among these. This paper studies lifelong learning in the context of binary classification. It presents the invariance approach, in which knowledge is transferred via a learned model of the invariances of the domain. Results on learning to recognize objects from color images demonstrate superior generalization capabilities if invariances are learned and used to bias subsequent learning.

Sebastian Thrun, and Tom M. Mitchell. 1995. Learning One More Thing. In Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, IJCAI-95. IJCAI, 1217–1224. https://ijcai.org/proceedings/1995/157

@inproceedings{ijcai1995p157,
  title     = {Learning One More Thing},
  author    = {Thrun, Sebastian and Mitchell, Tom M.},
  booktitle = {Proceedings of the Fourteenth International Joint Conference on
               Artificial Intelligence, {IJCAI-95}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {Chris S. Mellish},
  pages     = {1217--1224},
  year      = {1995},
  note      = {Learning},
  url       = {https://ijcai.org/proceedings/1995/157},
}

TY  - CPAPER
TI  - Learning One More Thing
AU  - Thrun, Sebastian
AU  - Mitchell, Tom M.
T2  - Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, IJCAI-95
PB  - International Joint Conferences on Artificial Intelligence
PY  - 1995
SP  - 1217
EP  - 1224
UR  - https://ijcai.org/proceedings/1995/157
ER  -