UID:
almafu_9959328526402883
Umfang:
1 online resource (viii, 200 pages) :
,
illustrations
Ausgabe:
1st ed.
ISBN:
9780470694077
,
0470694076
,
1405143894
,
9781405143899
,
9781405130745
,
1405130741
,
9781405128070
,
1405128070
Inhalt:
CONNNECTIONISM is a "hands on" introduction to connectionist modeling. Three different types of connectionist architectures - distributed associative memory, perceptron, and multilayer perceptron - are explored. In an accessible style, Dawson provides a brief overview of each architecture, a detailed introduction on how to use a program to explore this network, and a series of practical exercises that are designed to highlight the advantages, and disadvantages, of each and to provide a "road map" to the field of cognitive modeling. This book is designed to be used as a stand-alone volume, or a.
Anmerkung:
Ch. 1. Hands-on connectionism -- Ch. 2. The distributed associative memory -- Ch. 3. The James program -- Ch. 4. Introducing Hebb learning -- Ch. 5. Limitations of Hebb learning -- Ch. 6. Introducing the delta rule -- Ch. 7. Distributed networks and human memory -- Ch. 8. Limitations of delta rule learning -- Ch. 9. The perceptron -- Ch. 10. The Rosenblatt program -- Ch. 11. Perceptrons and logic gates -- Ch. 12. Performing more logic with perceptrons -- Ch. 13. Value units and linear nonseparability -- Ch. 14. Network by problem type interactions -- Ch. 15. Perceptrons and generalization -- Ch. 16. Animal learning theory and perceptrons -- Ch. 17. The multilayer perceptron -- Ch. 18. The Rumelhart program -- Ch. 19. Beyond the perceptron's limits -- Ch. 20. Symmetry as a second case study -- Ch. 21. How many hidden units? -- Ch. 22. Scaling up with the parity problem -- Ch. 23. Selectionism and parity -- Ch. 24. Interpreting a small network.
,
Ch. 25. Interpreting networks of value units -- Ch. 26. Interpreting distributed representations -- Ch. 27. Creating your own training sets.
Weitere Ausg.:
Print version: Dawson, Michael Robert William, 1959- Connectionism. Oxford, UK ; Malden, MA : Blackwell Pub., 2005 ISBN 1405130741
Weitere Ausg.:
ISBN 9781405130745
Sprache:
Englisch
Schlagwort(e):
Electronic books.
;
Electronic books.
;
Electronic books.
DOI:
10.1002/9780470694077
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9780470694077
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9780470694077
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9780470694077
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