- Baxter , J. Learning internal representations . In Proceedings of the Eighth International Conference on Computational Learning Theory . Santa Cruz CA. ACM Press .
- Buckingham , D. and Shultz , T. R. A connectionist model of the development of velocity, time, and distance concepts . In Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society . Hillsdale, NJ : Erlbaum .
- Caruana , R. Multitask learning: a knowledge-based source of inductive bias . Proceedings of the Tenth International Machine Learning Conference . San Mateo, CA : Morgan Kaufmann .
- Caruana , R. 1997 . Multitask learning . Machine Learning , 28 : 41 – 75 .
- Clark , A. and Thornton , C. 1997 . Trading spaces: computation, representation, and the limits of uninformed learning . Behavioral and Brain Sciences , 20 : 57 – 97 .
- Fahlman , S. E. 1988 . “ Faster-learning variations on back-propagation: an empirical study ” . In Proceedings of the 1988 Connectionist Models Summer School , Edited by: Touretzky , D. S. , Hinton , G. E. and Sejnowski , T. J. Los Altos, CA : Morgan Kaufmann .
- Fahlman , S. E. and Lebiere , C. 1990 . “ The cascade-correlation learning architecture ” . In Advances in Neural Information Processing Systems , Edited by: Touretzky , D. S. Vol. 2 , Los Altos, CA : Morgan Kaufmann .
- Fodor , J. A. 1983 . The Modularity of Mind , Cambridge, MA : MIT Press .
- French , R. 1992 . Semi-distributed representations and catastrophic forgetting in connectionist networks . Connection Science , 4 : 365 – 377 .
- Gallinari , P. 1995 . “ Training of modular neural net systems ” . In The Handbook of Brain Theory and Neural Networks , Edited by: Arbib , M. A. Cambridge, MA : MIT Press .
- Heit , E. 1994 . Models of the effects of prior knowledge on category learning . Journal of Experimental Psychology: Learning, Memory, and Cognition , 20 : 1264 – 1282 .
- Jordan , M. L. and Jacobs , R. A. 1994 . Hierarchical mixtures of experts and the EM algorithm . Neural Computation , 6 : 181 – 214 .
- Karmiloff-Smith , A. 1992 . Beyond Modularity: A Developmental Perspective on Cognitive Science , Cambridge, MA : MIT Press .
- Keil , F. C. 1987 . “ Conceptual development and category structure ” . In Concepts and Conceptual Development: Ecological and Intellectual Factors in Categorization , Edited by: Neisser , U. Cambridge : Cambridge University Press .
- Mareschal , D. and Shultz , T. R. 1999 . Development of children's seriation: a connectionist approach . Connection Science , 11 : 149 – 186 .
- Murphy , G. L. 1993 . A rational theory of concepts . The Psychology of Learning and Motivation , 29 : 327 – 359 .
- Nakamura , G. 1985 . Knowledge-based classification of ill-defined categories . Memory and Cognition , 13 : 377 – 384 .
- Pazzani , M. J. 1991 . Influence of prior knowledge on concept acquisition: experimental and computational results . Journal of Experimental Psychology: Learning, Memory, and Cognition , 17 : 416 – 432 .
- Pratt , L. Y. 1993 . “ Discriminability-based transfer between neural networks ” . In In Advances in Neural Information Processing Systems , Vol. 5 , San Mateo, CA : Morgan Kaufmann .
- Robins , A. V. 1995 . Catastrophic forgetting, rehearsal, and pseudorehearsal . Connection Science T. , : 123 – 146 .
- Shavlik , J. W. 1994 . A framework for combining symbolic and neural learning . Machine Learning , 14 : 321 – 331 .
- Shultz , T. R. 1998 . A computational analysis of conservation . Developmental Science , 1 : 103 – 126 .
- Shultz , T. R. , Buckingham , D. and Oshima-Takane , Y. 1994a . “ A connectionist model of the learning of personal pronouns in English ” . In Computational Learning Theory and Natural Learning Systems, Vol. 2: Intersection between Theory and Experiment , Edited by: Hanson , S. J. , Petsche , T. , Kearas , M. and Rivest , R. L. Cambridge, MA : MIT Press .
- Shultz , T. R. , Mareschal , D. and Schmidt , W. C. 1994b . Modeling cognitive development on balance scale phenomena . Machine Learning , 16 : 57 – 86 .
- Shultz , T. R. and Rivest , F. Knowledge-based cascade-correlation . Proceedings of the International Joint Conference on Neural Networks . Los Alamitos, CA : IEEE Computer Society Press .
- Shultz , T. R. and Rivest , F. Using knowledge to speed learning: a comparison of knowledge-based cascade-correlation and multi-task learning . In Proceedings of the Seventeenth International Conference on Machine Learning . San Francisco, CA : Morgan Kaufmann .
- Silver , D. and Mercer , R. 1996 . The parallel transfer of task knowledge using dynamic learning rates based on a measure of relatedness . Connection Science , 8 : 277 – 294 .
- Sirois , S. and Shultz , T. R. 1998 . Neural network modeling of developmental effects in discrimination shifts . Journal of Experimental Child Psychology , 71 : 235 – 274 .
- Thrun , S. and Mitchell , T. 1993 . “ Integrating inductive neural network learning and explanation-based learning ” . In Proceedings of the Thirteenth International Joint Conference on Artificial Intelligence , Edited by: Bajcsy , R. San Mateo, CA : Morgan Kaufmann .
- Wisniewski , E. J. 1995 . Prior knowledge and functionally relevant features in concept learning . Journal of Experimental Psychology: Learning, Memory, and Cognition , 21 : 449 – 468 .
Free access
Knowledge-based cascade-correlation: Using knowledge to speed learning
Reprints and Corporate Permissions
Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?
To request a reprint or corporate permissions for this article, please click on the relevant link below:
Academic Permissions
Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?
Obtain permissions instantly via Rightslink by clicking on the button below:
If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.
Related research
People also read lists articles that other readers of this article have read.
Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.
Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.