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Learning to Learn, 1998
- Sebastian Thrun, Lorien Y. Pratt:
Learning to Learn. Springer 1998, ISBN 978-1-4613-7527-2
Overview Articles
- Sebastian Thrun, Lorien Y. Pratt:
Learning to Learn: Introduction and Overview. 3-17 - Lorien Y. Pratt, Barbara Jennings:
A Survey of Connectionist Network Reuse Through Transfer. 19-43 - Anthony V. Robins:
Transfer in Cognition. 45-67
Prediction/Supervised Learning
- Jonathan Baxter:
Theoretical Models of Learning to Learn. 71-94 - Rich Caruana:
Multitask Learning. 95-133 - Nathan Intrator, Shimon Edelman:
Making a Low-Dimensional Representation Suitable for Diverse Tasks. 135-157 - Jonathan Baxter:
The Canonical Distortion Measure for Vector Quantization and Function Approximation. 159-179 - Sebastian Thrun:
Lifelong Learning Algorithms. 181-209
Relatedness
- Daniel L. Silver, Robert E. Mercer:
The Parallel Transfer of Task Knowledge Using Dynamic Learning Rates Based on a Measure of Relatedness. 213-233 - Sebastian Thrun, Joseph O'Sullivan:
Clustering Learning Tasks and the Selective Cross-Task Transfer of Knowledge. 235-257
Control
- Mark B. Ring:
Child: A First Step Towards Continual Learning. 261-292 - Jürgen Schmidhuber, Jieyu Zhao, Nicol N. Schraudolph:
Reinforcement Learning with Self-Modifying Policies. 293-309 - Richard Maclin, Jude W. Shavlik:
Creating Advice-Taking Reinforcement Learners. 311-347
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